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Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sfx psu holder\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:30:45.645Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:30:45.645Z
|
click
|
search
|
rule
|
train
| 900 |
2025-04-06T20:30:45.645Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sfx psu holder"}],
"cart_items": [{"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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:30:45.645Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:30:45.645Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:30:45.645Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 900,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sfx psu holder\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:30:45.645Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sfx psu holder\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"SilverStone Technology PP08 Universal SFX to ATX Power Supply Adapter Bracket, Black, SST-PP08B\", \"asin\": \"B01BYB33J8\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"SFX Power Supply Holder SFX Metal Bracket with 12cm14cm Fan Space Installation Customize Cooling Performance Internal DIY Support Bracket\", \"asin\": \"B0D1PNBFYX\", \"price\": \"$11.78\", \"delivery\": \"FREE delivery Apr 25 - May 6\"},\n{\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Innovative Internal DIY Support Stand for SFX Power Supply in 12cm 14cm Fan Upgrade PC Cooling System Internal DIY Support Bracket\", \"asin\": \"B0CMQJP5Z2\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Apr 30 - May 13\"},\n{\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"SilverStone Technology SFX to ATX Power Supply Adapter in Black PP08B-USA\", \"asin\": \"B07PP4C3CY\", \"price\": \"$16.80\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 10 left in stock - order soon.\"},\n{\"title\": \"Cooler Master MasterAccessory Vertical GPU Card Holder Kit V3 Black, Premium Riser Cable PCI-E 4.0 x16-165mm, PCIe 3.0 Compatible, Adjustable Length for E-ATX|ATX|Micro ATX Case (MCA-U000R-KFVK03)\", \"asin\": \"B0B72D88KL\", \"price\": \"$46.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Metal DIY Bracket PC SFX Power Frame for SFX Power Supply in 12cm 14cm Fan Slot Bracket\", \"asin\": \"B0CTF8ZLTV\", \"price\": \"$14.29\", \"delivery\": \"FREE delivery Apr 25 - May 5\"},\n{\"title\": \"ATX Power Conversion Computer Accessory to Conversion Baffle PSU Mounting Bracket Computer Mount to Adapter Bracket Conversion Frame Aluminum Power Power Supply\", \"asin\": \"B0BBLXL8D7\", \"price\": \"$14.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 17 left in stock - order soon.\"},\n{\"title\": \"Cooler Master NR200P MAX Mini-ITX Case with 280mm AIO, 850W SFX PSU, Vertical GPU Mount, PCIe Gen4 Riser, Glass or Vented Panel\", \"asin\": \"B09CF4YGJ8\", \"price\": \"$395.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Black ATX Power Supply to SFX Power Supply Bracket SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket\", \"asin\": \"B0DP6CVMJ8\", \"price\": \"$5.99\", \"delivery\": \"$1 delivery Apr 25 - May 6\"},\n{\"title\": \"1U Metal Bracket for Secure Mounting of SFX Power Supply in PC Case 1U Power Supply Mount\", \"asin\": \"B0D139RZF2\", \"price\": \"$9.83\", \"delivery\": \"FREE delivery Apr 16 - 28\"},\n{\"title\": \"ATX Power Supply Holder Bracket Computer Chassis Power Base Support ATX Large Power and SFX Power Supply\", \"asin\": \"B0B5YTQWZF\", \"price\": \"$23.78\", \"delivery\": \"FREE delivery Apr 21 - May 1 Or fastest delivery Apr 15 - 17\"},\n{\"title\": \"ATX to SFX Power Supply Adapter for ATX/Micro-ATX Cases\", \"asin\": \"B0CRH4Q44K\", \"price\": \"$5.18\", \"delivery\": \"$2.99 delivery Apr 21 - May 6\"},\n{\"title\": \"NZXT C1200 Gold ATX 3.1 - Fully Modular Low-Noise PC Gaming Power Supply - 1200 Watts - 80 Plus Gold - 12V-2x6 Connector - Zero Fan Mode - 100% Japanese Capacitors - Black\", \"asin\": \"B0D1VDNCT7\", \"price\": \"$192.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SFX ToATX Power Supply Adapter Sturdy SFX Power Supply Holder ForATX Cases Easy Setup Computer Case Internal Support Bracket for Desktop PC Case Internal Mounting Solution for Computer\", \"asin\": \"B0D56S5ZPR\", \"price\": \"$11.49\", \"delivery\": \"FREE delivery Apr 16 - 28\"},\n{\"title\": \"NZXT Vertical GPU Mounting Kit - AB-RH175-B1-175 mm PCIe 4.0x16 Riser Cable - GPU Holder - Sturdy Steel Bracket - Black\", \"asin\": \"B0B1L86PMQ\", \"price\": \"$78.46\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"1 PCS SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket, Black, 500406620\", \"asin\": \"B0D94HN6HK\", \"price\": \"$5.45\", \"delivery\": \"FREE delivery Apr 21 - May 6\"},\n{\"title\": \"Conversion Rack SFX to Power Supply PC Mounting Frame for Power Supply Computer Power Supply Adapter Panel\", \"asin\": \"B0CS5Q4QP4\", \"price\": \"$8.48\", \"delivery\": \"FREE delivery Apr 15 - 23 Or fastest delivery Apr 10 - 14\"},\n{\"title\": \"NZXT Vertical GPU Mounting Kit - AB-RH175-W1-175 mm PCIe 4.0x16 Riser Cable - GPU Holder - Sturdy Steel Bracket - White\", \"asin\": \"B0B1LYBHZ4\", \"price\": \"$76.30\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"HumanCentric SFF Under Desk PC Mount and PC Wall Mount Bracket for Small Form Factor Desktop Tower, UPS Wall Mount Bracket, Adjustable CPU Holder with Straps, Hardware Included\", \"asin\": \"B084RMHT65\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Power Supply Bracket Cool NR200 Computer Case Hanger SFX Pylons Fan Slot Bracket\", \"asin\": \"B0CT88TG92\", \"price\": \"$15.79\", \"delivery\": \"FREE delivery Apr 17 - 24\"},\n{\"title\": \"Cooler Master MasterAccessory Vertical GPU Card Holder Kit V2, Premium Riser Cable PCI-E 3.0 x16-165mm, Adjustable Length for E-ATX|ATX Cases (MCA-U000R-KFVK01)\", \"asin\": \"B08BWZCY56\"},\n{\"title\": \"Atxto SFX Power Supply Converter Bracket for Desktop Computer PC Power Supply Adapter Panel SFX Power Supply Mount PC Case Internal Mounting Bracket Desktop Computer Component Holder\", \"asin\": \"B0D5YMFRRV\"},\n{\"title\": \"EDIY ATX Power Supply Holder Bracket Computer Chassis Power Base Support ATX Large Power and SFX Power Supply, Black\", \"asin\": \"B09JHT84HG\"},\n{\"title\": \"for DIY External Graphics Card Base Graphics Card Holder with Power Base for ATX SFX PSU Aluminum Frame for R43SG, 6924023137168\", \"asin\": \"B0D254MMLY\"},\n{\"title\": \"Sturdy NR200 Power Supply Mounting Bracket Convenient DIY Holder in ATX SFX Fan\", \"asin\": \"B0DZCJDFYM\"},\n{\"title\": \"for Power Supply Baffle SFX to ATX Power Supply Adapter SFX to ATX PSU Converter Conversion Frame with 4 Screws, 6924023125820\", \"asin\": \"B0D254S5XV\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:30:56.877Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:30:56.877Z
|
click
|
search
|
rule
|
train
| 901 |
2025-04-06T20:30:56.877Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sfx psu holder"}],
"cart_items": [{"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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"search_results": [{"title": "DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)", "asin": "B092LV1GT5", "price": "$10.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "SilverStone Technology PP08 Universal SFX to ATX Power Supply Adapter Bracket, Black, SST-PP08B", "asin": "B01BYB33J8", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)", "asin": "B092LV1GT5", "price": "$10.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "SFX Power Supply Holder SFX Metal Bracket with 12cm14cm Fan Space Installation Customize Cooling Performance Internal DIY Support Bracket", "asin": "B0D1PNBFYX", "price": "$11.78", "delivery": "FREE delivery Apr 25 - May 6"},
{"title": "ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)", "asin": "B0C826YKPX", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "Innovative Internal DIY Support Stand for SFX Power Supply in 12cm 14cm Fan Upgrade PC Cooling System Internal DIY Support Bracket", "asin": "B0CMQJP5Z2", "price": "$12.59", "delivery": "FREE delivery Apr 30 - May 13"},
{"title": "ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)", "asin": "B0C826YKPX", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "SilverStone Technology SFX to ATX Power Supply Adapter in Black PP08B-USA", "asin": "B07PP4C3CY", "price": "$16.80", "delivery": "FREE delivery Wed, Apr 16 Only 10 left in stock - order soon."},
{"title": "Cooler Master MasterAccessory Vertical GPU Card Holder Kit V3 Black, Premium Riser Cable PCI-E 4.0 x16-165mm, PCIe 3.0 Compatible, Adjustable Length for E-ATX|ATX|Micro ATX Case (MCA-U000R-KFVK03)", "asin": "B0B72D88KL", "price": "$46.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Metal DIY Bracket PC SFX Power Frame for SFX Power Supply in 12cm 14cm Fan Slot Bracket", "asin": "B0CTF8ZLTV", "price": "$14.29", "delivery": "FREE delivery Apr 25 - May 5"},
{"title": "ATX Power Conversion Computer Accessory to Conversion Baffle PSU Mounting Bracket Computer Mount to Adapter Bracket Conversion Frame Aluminum Power Power Supply", "asin": "B0BBLXL8D7", "price": "$14.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Only 17 left in stock - order soon."},
{"title": "Cooler Master NR200P MAX Mini-ITX Case with 280mm AIO, 850W SFX PSU, Vertical GPU Mount, PCIe Gen4 Riser, Glass or Vented Panel", "asin": "B09CF4YGJ8", "price": "$395.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Black ATX Power Supply to SFX Power Supply Bracket SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket", "asin": "B0DP6CVMJ8", "price": "$5.99", "delivery": "$1 delivery Apr 25 - May 6"},
{"title": "1U Metal Bracket for Secure Mounting of SFX Power Supply in PC Case 1U Power Supply Mount", "asin": "B0D139RZF2", "price": "$9.83", "delivery": "FREE delivery Apr 16 - 28"},
{"title": "ATX Power Supply Holder Bracket Computer Chassis Power Base Support ATX Large Power and SFX Power Supply", "asin": "B0B5YTQWZF", "price": "$23.78", "delivery": "FREE delivery Apr 21 - May 1 Or fastest delivery Apr 15 - 17"},
{"title": "ATX to SFX Power Supply Adapter for ATX/Micro-ATX Cases", "asin": "B0CRH4Q44K", "price": "$5.18", "delivery": "$2.99 delivery Apr 21 - May 6"},
{"title": "NZXT C1200 Gold ATX 3.1 - Fully Modular Low-Noise PC Gaming Power Supply - 1200 Watts - 80 Plus Gold - 12V-2x6 Connector - Zero Fan Mode - 100% Japanese Capacitors - Black", "asin": "B0D1VDNCT7", "price": "$192.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SFX ToATX Power Supply Adapter Sturdy SFX Power Supply Holder ForATX Cases Easy Setup Computer Case Internal Support Bracket for Desktop PC Case Internal Mounting Solution for Computer", "asin": "B0D56S5ZPR", "price": "$11.49", "delivery": "FREE delivery Apr 16 - 28"},
{"title": "NZXT Vertical GPU Mounting Kit - AB-RH175-B1-175 mm PCIe 4.0x16 Riser Cable - GPU Holder - Sturdy Steel Bracket - Black", "asin": "B0B1L86PMQ", "price": "$78.46", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "1 PCS SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket, Black, 500406620", "asin": "B0D94HN6HK", "price": "$5.45", "delivery": "FREE delivery Apr 21 - May 6"},
{"title": "Conversion Rack SFX to Power Supply PC Mounting Frame for Power Supply Computer Power Supply Adapter Panel", "asin": "B0CS5Q4QP4", "price": "$8.48", "delivery": "FREE delivery Apr 15 - 23 Or fastest delivery Apr 10 - 14"},
{"title": "NZXT Vertical GPU Mounting Kit - AB-RH175-W1-175 mm PCIe 4.0x16 Riser Cable - GPU Holder - Sturdy Steel Bracket - White", "asin": "B0B1LYBHZ4", "price": "$76.30", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "HumanCentric SFF Under Desk PC Mount and PC Wall Mount Bracket for Small Form Factor Desktop Tower, UPS Wall Mount Bracket, Adjustable CPU Holder with Straps, Hardware Included", "asin": "B084RMHT65", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Power Supply Bracket Cool NR200 Computer Case Hanger SFX Pylons Fan Slot Bracket", "asin": "B0CT88TG92", "price": "$15.79", "delivery": "FREE delivery Apr 17 - 24"},
{"title": "Cooler Master MasterAccessory Vertical GPU Card Holder Kit V2, Premium Riser Cable PCI-E 3.0 x16-165mm, Adjustable Length for E-ATX|ATX Cases (MCA-U000R-KFVK01)", "asin": "B08BWZCY56"},
{"title": "Atxto SFX Power Supply Converter Bracket for Desktop Computer PC Power Supply Adapter Panel SFX Power Supply Mount PC Case Internal Mounting Bracket Desktop Computer Component Holder", "asin": "B0D5YMFRRV"},
{"title": "EDIY ATX Power Supply Holder Bracket Computer Chassis Power Base Support ATX Large Power and SFX Power Supply, Black", "asin": "B09JHT84HG"},
{"title": "for DIY External Graphics Card Base Graphics Card Holder with Power Base for ATX SFX PSU Aluminum Frame for R43SG, 6924023137168", "asin": "B0D254MMLY"},
{"title": "Sturdy NR200 Power Supply Mounting Bracket Convenient DIY Holder in ATX SFX Fan", "asin": "B0DZCJDFYM"},
{"title": "for Power Supply Baffle SFX to ATX Power Supply Adapter SFX to ATX PSU Converter Conversion Frame with 4 Screws, 6924023125820", "asin": "B0D254S5XV"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:30:56.877Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:30:56.877Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:30:56.877Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 901,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sfx psu holder\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"SilverStone Technology PP08 Universal SFX to ATX Power Supply Adapter Bracket, Black, SST-PP08B\", \"asin\": \"B01BYB33J8\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"SFX Power Supply Holder SFX Metal Bracket with 12cm14cm Fan Space Installation Customize Cooling Performance Internal DIY Support Bracket\", \"asin\": \"B0D1PNBFYX\", \"price\": \"$11.78\", \"delivery\": \"FREE delivery Apr 25 - May 6\"},\n{\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Innovative Internal DIY Support Stand for SFX Power Supply in 12cm 14cm Fan Upgrade PC Cooling System Internal DIY Support Bracket\", \"asin\": \"B0CMQJP5Z2\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Apr 30 - May 13\"},\n{\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"SilverStone Technology SFX to ATX Power Supply Adapter in Black PP08B-USA\", \"asin\": \"B07PP4C3CY\", \"price\": \"$16.80\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 10 left in stock - order soon.\"},\n{\"title\": \"Cooler Master MasterAccessory Vertical GPU Card Holder Kit V3 Black, Premium Riser Cable PCI-E 4.0 x16-165mm, PCIe 3.0 Compatible, Adjustable Length for E-ATX|ATX|Micro ATX Case (MCA-U000R-KFVK03)\", \"asin\": \"B0B72D88KL\", \"price\": \"$46.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Metal DIY Bracket PC SFX Power Frame for SFX Power Supply in 12cm 14cm Fan Slot Bracket\", \"asin\": \"B0CTF8ZLTV\", \"price\": \"$14.29\", \"delivery\": \"FREE delivery Apr 25 - May 5\"},\n{\"title\": \"ATX Power Conversion Computer Accessory to Conversion Baffle PSU Mounting Bracket Computer Mount to Adapter Bracket Conversion Frame Aluminum Power Power Supply\", \"asin\": \"B0BBLXL8D7\", \"price\": \"$14.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 17 left in stock - order soon.\"},\n{\"title\": \"Cooler Master NR200P MAX Mini-ITX Case with 280mm AIO, 850W SFX PSU, Vertical GPU Mount, PCIe Gen4 Riser, Glass or Vented Panel\", \"asin\": \"B09CF4YGJ8\", \"price\": \"$395.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Black ATX Power Supply to SFX Power Supply Bracket SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket\", \"asin\": \"B0DP6CVMJ8\", \"price\": \"$5.99\", \"delivery\": \"$1 delivery Apr 25 - May 6\"},\n{\"title\": \"1U Metal Bracket for Secure Mounting of SFX Power Supply in PC Case 1U Power Supply Mount\", \"asin\": \"B0D139RZF2\", \"price\": \"$9.83\", \"delivery\": \"FREE delivery Apr 16 - 28\"},\n{\"title\": \"ATX Power Supply Holder Bracket Computer Chassis Power Base Support ATX Large Power and SFX Power Supply\", \"asin\": \"B0B5YTQWZF\", \"price\": \"$23.78\", \"delivery\": \"FREE delivery Apr 21 - May 1 Or fastest delivery Apr 15 - 17\"},\n{\"title\": \"ATX to SFX Power Supply Adapter for ATX/Micro-ATX Cases\", \"asin\": \"B0CRH4Q44K\", \"price\": \"$5.18\", \"delivery\": \"$2.99 delivery Apr 21 - May 6\"},\n{\"title\": \"NZXT C1200 Gold ATX 3.1 - Fully Modular Low-Noise PC Gaming Power Supply - 1200 Watts - 80 Plus Gold - 12V-2x6 Connector - Zero Fan Mode - 100% Japanese Capacitors - Black\", \"asin\": \"B0D1VDNCT7\", \"price\": \"$192.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SFX ToATX Power Supply Adapter Sturdy SFX Power Supply Holder ForATX Cases Easy Setup Computer Case Internal Support Bracket for Desktop PC Case Internal Mounting Solution for Computer\", \"asin\": \"B0D56S5ZPR\", \"price\": \"$11.49\", \"delivery\": \"FREE delivery Apr 16 - 28\"},\n{\"title\": \"NZXT Vertical GPU Mounting Kit - AB-RH175-B1-175 mm PCIe 4.0x16 Riser Cable - GPU Holder - Sturdy Steel Bracket - Black\", \"asin\": \"B0B1L86PMQ\", \"price\": \"$78.46\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"1 PCS SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket, Black, 500406620\", \"asin\": \"B0D94HN6HK\", \"price\": \"$5.45\", \"delivery\": \"FREE delivery Apr 21 - May 6\"},\n{\"title\": \"Conversion Rack SFX to Power Supply PC Mounting Frame for Power Supply Computer Power Supply Adapter Panel\", \"asin\": \"B0CS5Q4QP4\", \"price\": \"$8.48\", \"delivery\": \"FREE delivery Apr 15 - 23 Or fastest delivery Apr 10 - 14\"},\n{\"title\": \"NZXT Vertical GPU Mounting Kit - AB-RH175-W1-175 mm PCIe 4.0x16 Riser Cable - GPU Holder - Sturdy Steel Bracket - White\", \"asin\": \"B0B1LYBHZ4\", \"price\": \"$76.30\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"HumanCentric SFF Under Desk PC Mount and PC Wall Mount Bracket for Small Form Factor Desktop Tower, UPS Wall Mount Bracket, Adjustable CPU Holder with Straps, Hardware Included\", \"asin\": \"B084RMHT65\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Power Supply Bracket Cool NR200 Computer Case Hanger SFX Pylons Fan Slot Bracket\", \"asin\": \"B0CT88TG92\", \"price\": \"$15.79\", \"delivery\": \"FREE delivery Apr 17 - 24\"},\n{\"title\": \"Cooler Master MasterAccessory Vertical GPU Card Holder Kit V2, Premium Riser Cable PCI-E 3.0 x16-165mm, Adjustable Length for E-ATX|ATX Cases (MCA-U000R-KFVK01)\", \"asin\": \"B08BWZCY56\"},\n{\"title\": \"Atxto SFX Power Supply Converter Bracket for Desktop Computer PC Power Supply Adapter Panel SFX Power Supply Mount PC Case Internal Mounting Bracket Desktop Computer Component Holder\", \"asin\": \"B0D5YMFRRV\"},\n{\"title\": \"EDIY ATX Power Supply Holder Bracket Computer Chassis Power Base Support ATX Large Power and SFX Power Supply, Black\", \"asin\": \"B09JHT84HG\"},\n{\"title\": \"for DIY External Graphics Card Base Graphics Card Holder with Power Base for ATX SFX PSU Aluminum Frame for R43SG, 6924023137168\", \"asin\": \"B0D254MMLY\"},\n{\"title\": \"Sturdy NR200 Power Supply Mounting Bracket Convenient DIY Holder in ATX SFX Fan\", \"asin\": \"B0DZCJDFYM\"},\n{\"title\": \"for Power Supply Baffle SFX to ATX Power Supply Adapter SFX to ATX PSU Converter Conversion Frame with 4 Screws, 6924023125820\", \"asin\": \"B0D254S5XV\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:30:56.877Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sfx psu holder for ap201\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"SilverStone Technology PP08 Universal SFX to ATX Power Supply Adapter Bracket, Black, SST-PP08B\", \"asin\": \"B01BYB33J8\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"SFX Power Supply Holder SFX Metal Bracket with 12cm14cm Fan Space Installation Customize Cooling Performance Internal DIY Support Bracket\", \"asin\": \"B0D1PNBFYX\", \"price\": \"$11.78\", \"delivery\": \"FREE delivery Apr 25 - May 6\"},\n{\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Innovative Internal DIY Support Stand for SFX Power Supply in 12cm 14cm Fan Upgrade PC Cooling System Internal DIY Support Bracket\", \"asin\": \"B0CMQJP5Z2\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Apr 30 - May 13\"},\n{\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"SilverStone Technology SFX to ATX Power Supply Adapter in Black PP08B-USA\", \"asin\": \"B07PP4C3CY\", \"price\": \"$16.80\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 10 left in stock - order soon.\"},\n{\"title\": \"Cooler Master MasterAccessory Vertical GPU Card Holder Kit V3 Black, Premium Riser Cable PCI-E 4.0 x16-165mm, PCIe 3.0 Compatible, Adjustable Length for E-ATX|ATX|Micro ATX Case (MCA-U000R-KFVK03)\", \"asin\": \"B0B72D88KL\", \"price\": \"$46.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Metal DIY Bracket PC SFX Power Frame for SFX Power Supply in 12cm 14cm Fan Slot Bracket\", \"asin\": \"B0CTF8ZLTV\", \"price\": \"$14.29\", \"delivery\": \"FREE delivery Apr 25 - May 5\"},\n{\"title\": \"ATX Power Conversion Computer Accessory to Conversion Baffle PSU Mounting Bracket Computer Mount to Adapter Bracket Conversion Frame Aluminum Power Power Supply\", \"asin\": \"B0BBLXL8D7\", \"price\": \"$14.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 17 left in stock - order soon.\"},\n{\"title\": \"Cooler Master NR200P MAX Mini-ITX Case with 280mm AIO, 850W SFX PSU, Vertical GPU Mount, PCIe Gen4 Riser, Glass or Vented Panel\", \"asin\": \"B09CF4YGJ8\", \"price\": \"$395.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Black ATX Power Supply to SFX Power Supply Bracket SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket\", \"asin\": \"B0DP6CVMJ8\", \"price\": \"$5.99\", \"delivery\": \"$1 delivery Apr 25 - May 6\"},\n{\"title\": \"1U Metal Bracket for Secure Mounting of SFX Power Supply in PC Case 1U Power Supply Mount\", \"asin\": \"B0D139RZF2\", \"price\": \"$9.83\", \"delivery\": \"FREE delivery Apr 16 - 28\"},\n{\"title\": \"ATX Power Supply Holder Bracket Computer Chassis Power Base Support ATX Large Power and SFX Power Supply\", \"asin\": \"B0B5YTQWZF\", \"price\": \"$23.78\", \"delivery\": \"FREE delivery Apr 21 - May 1 Or fastest delivery Apr 15 - 17\"},\n{\"title\": \"ATX to SFX Power Supply Adapter for ATX/Micro-ATX Cases\", \"asin\": \"B0CRH4Q44K\", \"price\": \"$5.18\", \"delivery\": \"$2.99 delivery Apr 21 - May 6\"},\n{\"title\": \"NZXT C1200 Gold ATX 3.1 - Fully Modular Low-Noise PC Gaming Power Supply - 1200 Watts - 80 Plus Gold - 12V-2x6 Connector - Zero Fan Mode - 100% Japanese Capacitors - Black\", \"asin\": \"B0D1VDNCT7\", \"price\": \"$192.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SFX ToATX Power Supply Adapter Sturdy SFX Power Supply Holder ForATX Cases Easy Setup Computer Case Internal Support Bracket for Desktop PC Case Internal Mounting Solution for Computer\", \"asin\": \"B0D56S5ZPR\", \"price\": \"$11.49\", \"delivery\": \"FREE delivery Apr 16 - 28\"},\n{\"title\": \"NZXT Vertical GPU Mounting Kit - AB-RH175-B1-175 mm PCIe 4.0x16 Riser Cable - GPU Holder - Sturdy Steel Bracket - Black\", \"asin\": \"B0B1L86PMQ\", \"price\": \"$78.46\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"1 PCS SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket, Black, 500406620\", \"asin\": \"B0D94HN6HK\", \"price\": \"$5.45\", \"delivery\": \"FREE delivery Apr 21 - May 6\"},\n{\"title\": \"Conversion Rack SFX to Power Supply PC Mounting Frame for Power Supply Computer Power Supply Adapter Panel\", \"asin\": \"B0CS5Q4QP4\", \"price\": \"$8.48\", \"delivery\": \"FREE delivery Apr 15 - 23 Or fastest delivery Apr 10 - 14\"},\n{\"title\": \"NZXT Vertical GPU Mounting Kit - AB-RH175-W1-175 mm PCIe 4.0x16 Riser Cable - GPU Holder - Sturdy Steel Bracket - White\", \"asin\": \"B0B1LYBHZ4\", \"price\": \"$76.30\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"HumanCentric SFF Under Desk PC Mount and PC Wall Mount Bracket for Small Form Factor Desktop Tower, UPS Wall Mount Bracket, Adjustable CPU Holder with Straps, Hardware Included\", \"asin\": \"B084RMHT65\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Power Supply Bracket Cool NR200 Computer Case Hanger SFX Pylons Fan Slot Bracket\", \"asin\": \"B0CT88TG92\", \"price\": \"$15.79\", \"delivery\": \"FREE delivery Apr 17 - 24\"},\n{\"title\": \"Cooler Master MasterAccessory Vertical GPU Card Holder Kit V2, Premium Riser Cable PCI-E 3.0 x16-165mm, Adjustable Length for E-ATX|ATX Cases (MCA-U000R-KFVK01)\", \"asin\": \"B08BWZCY56\"},\n{\"title\": \"Atxto SFX Power Supply Converter Bracket for Desktop Computer PC Power Supply Adapter Panel SFX Power Supply Mount PC Case Internal Mounting Bracket Desktop Computer Component Holder\", \"asin\": \"B0D5YMFRRV\"},\n{\"title\": \"EDIY ATX Power Supply Holder Bracket Computer Chassis Power Base Support ATX Large Power and SFX Power Supply, Black\", \"asin\": \"B09JHT84HG\"},\n{\"title\": \"for DIY External Graphics Card Base Graphics Card Holder with Power Base for ATX SFX PSU Aluminum Frame for R43SG, 6924023137168\", \"asin\": \"B0D254MMLY\"},\n{\"title\": \"Sturdy NR200 Power Supply Mounting Bracket Convenient DIY Holder in ATX SFX Fan\", \"asin\": \"B0DZCJDFYM\"},\n{\"title\": \"for Power Supply Baffle SFX to ATX Power Supply Adapter SFX to ATX PSU Converter Conversion Frame with 4 Screws, 6924023125820\", \"asin\": \"B0D254S5XV\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:31:04.663Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:31:04.663Z
|
click
|
search
|
rule
|
train
| 902 |
2025-04-06T20:31:04.663Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sfx psu holder for ap201"}],
"cart_items": [{"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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"search_results": [{"title": "DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)", "asin": "B092LV1GT5", "price": "$10.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "SilverStone Technology PP08 Universal SFX to ATX Power Supply Adapter Bracket, Black, SST-PP08B", "asin": "B01BYB33J8", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)", "asin": "B092LV1GT5", "price": "$10.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "SFX Power Supply Holder SFX Metal Bracket with 12cm14cm Fan Space Installation Customize Cooling Performance Internal DIY Support Bracket", "asin": "B0D1PNBFYX", "price": "$11.78", "delivery": "FREE delivery Apr 25 - May 6"},
{"title": "ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)", "asin": "B0C826YKPX", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "Innovative Internal DIY Support Stand for SFX Power Supply in 12cm 14cm Fan Upgrade PC Cooling System Internal DIY Support Bracket", "asin": "B0CMQJP5Z2", "price": "$12.59", "delivery": "FREE delivery Apr 30 - May 13"},
{"title": "ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)", "asin": "B0C826YKPX", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "SilverStone Technology SFX to ATX Power Supply Adapter in Black PP08B-USA", "asin": "B07PP4C3CY", "price": "$16.80", "delivery": "FREE delivery Wed, Apr 16 Only 10 left in stock - order soon."},
{"title": "Cooler Master MasterAccessory Vertical GPU Card Holder Kit V3 Black, Premium Riser Cable PCI-E 4.0 x16-165mm, PCIe 3.0 Compatible, Adjustable Length for E-ATX|ATX|Micro ATX Case (MCA-U000R-KFVK03)", "asin": "B0B72D88KL", "price": "$46.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Metal DIY Bracket PC SFX Power Frame for SFX Power Supply in 12cm 14cm Fan Slot Bracket", "asin": "B0CTF8ZLTV", "price": "$14.29", "delivery": "FREE delivery Apr 25 - May 5"},
{"title": "ATX Power Conversion Computer Accessory to Conversion Baffle PSU Mounting Bracket Computer Mount to Adapter Bracket Conversion Frame Aluminum Power Power Supply", "asin": "B0BBLXL8D7", "price": "$14.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Only 17 left in stock - order soon."},
{"title": "Cooler Master NR200P MAX Mini-ITX Case with 280mm AIO, 850W SFX PSU, Vertical GPU Mount, PCIe Gen4 Riser, Glass or Vented Panel", "asin": "B09CF4YGJ8", "price": "$395.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Black ATX Power Supply to SFX Power Supply Bracket SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket", "asin": "B0DP6CVMJ8", "price": "$5.99", "delivery": "$1 delivery Apr 25 - May 6"},
{"title": "1U Metal Bracket for Secure Mounting of SFX Power Supply in PC Case 1U Power Supply Mount", "asin": "B0D139RZF2", "price": "$9.83", "delivery": "FREE delivery Apr 16 - 28"},
{"title": "ATX Power Supply Holder Bracket Computer Chassis Power Base Support ATX Large Power and SFX Power Supply", "asin": "B0B5YTQWZF", "price": "$23.78", "delivery": "FREE delivery Apr 21 - May 1 Or fastest delivery Apr 15 - 17"},
{"title": "ATX to SFX Power Supply Adapter for ATX/Micro-ATX Cases", "asin": "B0CRH4Q44K", "price": "$5.18", "delivery": "$2.99 delivery Apr 21 - May 6"},
{"title": "NZXT C1200 Gold ATX 3.1 - Fully Modular Low-Noise PC Gaming Power Supply - 1200 Watts - 80 Plus Gold - 12V-2x6 Connector - Zero Fan Mode - 100% Japanese Capacitors - Black", "asin": "B0D1VDNCT7", "price": "$192.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SFX ToATX Power Supply Adapter Sturdy SFX Power Supply Holder ForATX Cases Easy Setup Computer Case Internal Support Bracket for Desktop PC Case Internal Mounting Solution for Computer", "asin": "B0D56S5ZPR", "price": "$11.49", "delivery": "FREE delivery Apr 16 - 28"},
{"title": "NZXT Vertical GPU Mounting Kit - AB-RH175-B1-175 mm PCIe 4.0x16 Riser Cable - GPU Holder - Sturdy Steel Bracket - Black", "asin": "B0B1L86PMQ", "price": "$78.46", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "1 PCS SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket, Black, 500406620", "asin": "B0D94HN6HK", "price": "$5.45", "delivery": "FREE delivery Apr 21 - May 6"},
{"title": "Conversion Rack SFX to Power Supply PC Mounting Frame for Power Supply Computer Power Supply Adapter Panel", "asin": "B0CS5Q4QP4", "price": "$8.48", "delivery": "FREE delivery Apr 15 - 23 Or fastest delivery Apr 10 - 14"},
{"title": "NZXT Vertical GPU Mounting Kit - AB-RH175-W1-175 mm PCIe 4.0x16 Riser Cable - GPU Holder - Sturdy Steel Bracket - White", "asin": "B0B1LYBHZ4", "price": "$76.30", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "HumanCentric SFF Under Desk PC Mount and PC Wall Mount Bracket for Small Form Factor Desktop Tower, UPS Wall Mount Bracket, Adjustable CPU Holder with Straps, Hardware Included", "asin": "B084RMHT65", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Power Supply Bracket Cool NR200 Computer Case Hanger SFX Pylons Fan Slot Bracket", "asin": "B0CT88TG92", "price": "$15.79", "delivery": "FREE delivery Apr 17 - 24"},
{"title": "Cooler Master MasterAccessory Vertical GPU Card Holder Kit V2, Premium Riser Cable PCI-E 3.0 x16-165mm, Adjustable Length for E-ATX|ATX Cases (MCA-U000R-KFVK01)", "asin": "B08BWZCY56"},
{"title": "Atxto SFX Power Supply Converter Bracket for Desktop Computer PC Power Supply Adapter Panel SFX Power Supply Mount PC Case Internal Mounting Bracket Desktop Computer Component Holder", "asin": "B0D5YMFRRV"},
{"title": "EDIY ATX Power Supply Holder Bracket Computer Chassis Power Base Support ATX Large Power and SFX Power Supply, Black", "asin": "B09JHT84HG"},
{"title": "for DIY External Graphics Card Base Graphics Card Holder with Power Base for ATX SFX PSU Aluminum Frame for R43SG, 6924023137168", "asin": "B0D254MMLY"},
{"title": "Sturdy NR200 Power Supply Mounting Bracket Convenient DIY Holder in ATX SFX Fan", "asin": "B0DZCJDFYM"},
{"title": "for Power Supply Baffle SFX to ATX Power Supply Adapter SFX to ATX PSU Converter Conversion Frame with 4 Screws, 6924023125820", "asin": "B0D254S5XV"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:31:04.663Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:31:04.663Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:31:04.663Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 902,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sfx psu holder for ap201\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"SilverStone Technology PP08 Universal SFX to ATX Power Supply Adapter Bracket, Black, SST-PP08B\", \"asin\": \"B01BYB33J8\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"SFX Power Supply Holder SFX Metal Bracket with 12cm14cm Fan Space Installation Customize Cooling Performance Internal DIY Support Bracket\", \"asin\": \"B0D1PNBFYX\", \"price\": \"$11.78\", \"delivery\": \"FREE delivery Apr 25 - May 6\"},\n{\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Innovative Internal DIY Support Stand for SFX Power Supply in 12cm 14cm Fan Upgrade PC Cooling System Internal DIY Support Bracket\", \"asin\": \"B0CMQJP5Z2\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Apr 30 - May 13\"},\n{\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"SilverStone Technology SFX to ATX Power Supply Adapter in Black PP08B-USA\", \"asin\": \"B07PP4C3CY\", \"price\": \"$16.80\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 10 left in stock - order soon.\"},\n{\"title\": \"Cooler Master MasterAccessory Vertical GPU Card Holder Kit V3 Black, Premium Riser Cable PCI-E 4.0 x16-165mm, PCIe 3.0 Compatible, Adjustable Length for E-ATX|ATX|Micro ATX Case (MCA-U000R-KFVK03)\", \"asin\": \"B0B72D88KL\", \"price\": \"$46.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Metal DIY Bracket PC SFX Power Frame for SFX Power Supply in 12cm 14cm Fan Slot Bracket\", \"asin\": \"B0CTF8ZLTV\", \"price\": \"$14.29\", \"delivery\": \"FREE delivery Apr 25 - May 5\"},\n{\"title\": \"ATX Power Conversion Computer Accessory to Conversion Baffle PSU Mounting Bracket Computer Mount to Adapter Bracket Conversion Frame Aluminum Power Power Supply\", \"asin\": \"B0BBLXL8D7\", \"price\": \"$14.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 17 left in stock - order soon.\"},\n{\"title\": \"Cooler Master NR200P MAX Mini-ITX Case with 280mm AIO, 850W SFX PSU, Vertical GPU Mount, PCIe Gen4 Riser, Glass or Vented Panel\", \"asin\": \"B09CF4YGJ8\", \"price\": \"$395.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Black ATX Power Supply to SFX Power Supply Bracket SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket\", \"asin\": \"B0DP6CVMJ8\", \"price\": \"$5.99\", \"delivery\": \"$1 delivery Apr 25 - May 6\"},\n{\"title\": \"1U Metal Bracket for Secure Mounting of SFX Power Supply in PC Case 1U Power Supply Mount\", \"asin\": \"B0D139RZF2\", \"price\": \"$9.83\", \"delivery\": \"FREE delivery Apr 16 - 28\"},\n{\"title\": \"ATX Power Supply Holder Bracket Computer Chassis Power Base Support ATX Large Power and SFX Power Supply\", \"asin\": \"B0B5YTQWZF\", \"price\": \"$23.78\", \"delivery\": \"FREE delivery Apr 21 - May 1 Or fastest delivery Apr 15 - 17\"},\n{\"title\": \"ATX to SFX Power Supply Adapter for ATX/Micro-ATX Cases\", \"asin\": \"B0CRH4Q44K\", \"price\": \"$5.18\", \"delivery\": \"$2.99 delivery Apr 21 - May 6\"},\n{\"title\": \"NZXT C1200 Gold ATX 3.1 - Fully Modular Low-Noise PC Gaming Power Supply - 1200 Watts - 80 Plus Gold - 12V-2x6 Connector - Zero Fan Mode - 100% Japanese Capacitors - Black\", \"asin\": \"B0D1VDNCT7\", \"price\": \"$192.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SFX ToATX Power Supply Adapter Sturdy SFX Power Supply Holder ForATX Cases Easy Setup Computer Case Internal Support Bracket for Desktop PC Case Internal Mounting Solution for Computer\", \"asin\": \"B0D56S5ZPR\", \"price\": \"$11.49\", \"delivery\": \"FREE delivery Apr 16 - 28\"},\n{\"title\": \"NZXT Vertical GPU Mounting Kit - AB-RH175-B1-175 mm PCIe 4.0x16 Riser Cable - GPU Holder - Sturdy Steel Bracket - Black\", \"asin\": \"B0B1L86PMQ\", \"price\": \"$78.46\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"1 PCS SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket, Black, 500406620\", \"asin\": \"B0D94HN6HK\", \"price\": \"$5.45\", \"delivery\": \"FREE delivery Apr 21 - May 6\"},\n{\"title\": \"Conversion Rack SFX to Power Supply PC Mounting Frame for Power Supply Computer Power Supply Adapter Panel\", \"asin\": \"B0CS5Q4QP4\", \"price\": \"$8.48\", \"delivery\": \"FREE delivery Apr 15 - 23 Or fastest delivery Apr 10 - 14\"},\n{\"title\": \"NZXT Vertical GPU Mounting Kit - AB-RH175-W1-175 mm PCIe 4.0x16 Riser Cable - GPU Holder - Sturdy Steel Bracket - White\", \"asin\": \"B0B1LYBHZ4\", \"price\": \"$76.30\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"HumanCentric SFF Under Desk PC Mount and PC Wall Mount Bracket for Small Form Factor Desktop Tower, UPS Wall Mount Bracket, Adjustable CPU Holder with Straps, Hardware Included\", \"asin\": \"B084RMHT65\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Power Supply Bracket Cool NR200 Computer Case Hanger SFX Pylons Fan Slot Bracket\", \"asin\": \"B0CT88TG92\", \"price\": \"$15.79\", \"delivery\": \"FREE delivery Apr 17 - 24\"},\n{\"title\": \"Cooler Master MasterAccessory Vertical GPU Card Holder Kit V2, Premium Riser Cable PCI-E 3.0 x16-165mm, Adjustable Length for E-ATX|ATX Cases (MCA-U000R-KFVK01)\", \"asin\": \"B08BWZCY56\"},\n{\"title\": \"Atxto SFX Power Supply Converter Bracket for Desktop Computer PC Power Supply Adapter Panel SFX Power Supply Mount PC Case Internal Mounting Bracket Desktop Computer Component Holder\", \"asin\": \"B0D5YMFRRV\"},\n{\"title\": \"EDIY ATX Power Supply Holder Bracket Computer Chassis Power Base Support ATX Large Power and SFX Power Supply, Black\", \"asin\": \"B09JHT84HG\"},\n{\"title\": \"for DIY External Graphics Card Base Graphics Card Holder with Power Base for ATX SFX PSU Aluminum Frame for R43SG, 6924023137168\", \"asin\": \"B0D254MMLY\"},\n{\"title\": \"Sturdy NR200 Power Supply Mounting Bracket Convenient DIY Holder in ATX SFX Fan\", \"asin\": \"B0DZCJDFYM\"},\n{\"title\": \"for Power Supply Baffle SFX to ATX Power Supply Adapter SFX to ATX PSU Converter Conversion Frame with 4 Screws, 6924023125820\", \"asin\": \"B0D254S5XV\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:31:04.663Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sfx psu holder for ap201\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Metal DIY Bracket PC SFX Power Frame for SFX Power Supply in 12cm 14cm Fan Slot Bracket\", \"asin\": \"B0CTF8ZLTV\", \"price\": \"$14.29\", \"delivery\": \"FREE delivery Apr 25 - May 5\"},\n{\"title\": \"1U Metal Bracket for Secure Mounting of SFX Power Supply in PC Case 1U Power Supply Mount\", \"asin\": \"B0D139RZF2\", \"price\": \"$9.83\", \"delivery\": \"FREE delivery Apr 16 - 28\"},\n{\"title\": \"Sturdy NR200 Power Supply Mounting Bracket Convenient DIY Holder in ATX SFX Fan\", \"asin\": \"B0DZCJDFYM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:34:47.729Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:34:47.729Z
|
click
|
cart_side_bar
|
rule
|
train
| 903 |
2025-04-06T20:34:47.729Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sfx psu holder for ap201"}],
"cart_items": [{"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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"search_results": [{"title": "DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)", "asin": "B092LV1GT5", "price": "$10.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)", "asin": "B0C826YKPX", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "Metal DIY Bracket PC SFX Power Frame for SFX Power Supply in 12cm 14cm Fan Slot Bracket", "asin": "B0CTF8ZLTV", "price": "$14.29", "delivery": "FREE delivery Apr 25 - May 5"},
{"title": "1U Metal Bracket for Secure Mounting of SFX Power Supply in PC Case 1U Power Supply Mount", "asin": "B0D139RZF2", "price": "$9.83", "delivery": "FREE delivery Apr 16 - 28"},
{"title": "Sturdy NR200 Power Supply Mounting Bracket Convenient DIY Holder in ATX SFX Fan", "asin": "B0DZCJDFYM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:34:47.729Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:34:47.729Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:34:47.729Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 903,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sfx psu holder for ap201\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Metal DIY Bracket PC SFX Power Frame for SFX Power Supply in 12cm 14cm Fan Slot Bracket\", \"asin\": \"B0CTF8ZLTV\", \"price\": \"$14.29\", \"delivery\": \"FREE delivery Apr 25 - May 5\"},\n{\"title\": \"1U Metal Bracket for Secure Mounting of SFX Power Supply in PC Case 1U Power Supply Mount\", \"asin\": \"B0D139RZF2\", \"price\": \"$9.83\", \"delivery\": \"FREE delivery Apr 16 - 28\"},\n{\"title\": \"Sturdy NR200 Power Supply Mounting Bracket Convenient DIY Holder in ATX SFX Fan\", \"asin\": \"B0DZCJDFYM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:34:47.729Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:20.491Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:35:20.491Z
|
click
|
review
|
rule
|
train
| 904 |
2025-04-06T20:35:20.491Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:35:20.491Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:35:20.491Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:35:20.491Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 904,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:20.491Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:33.142Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:35:33.142Z
|
click
|
other
|
rule
|
train
| 905 |
2025-04-06T20:35:33.142Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:35:33.142Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:35:33.142Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:35:33.142Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 905,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:33.142Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:35.860Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:35:35.860Z
|
click
|
other
|
rule
|
train
| 906 |
2025-04-06T20:35:35.860Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:35:35.860Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:35:35.860Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:35:35.860Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 906,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:35.860Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:52.997Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:35:52.997Z
|
click
|
other
|
rule
|
train
| 907 |
2025-04-06T20:35:52.997Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:35:52.997Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:35:52.997Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:35:52.997Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 907,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:52.997Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:53.644Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:35:53.644Z
|
click
|
other
|
rule
|
train
| 908 |
2025-04-06T20:35:53.644Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:35:53.644Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:35:53.644Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:35:53.644Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 908,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:53.644Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:54.356Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:35:54.356Z
|
click
|
other
|
rule
|
train
| 909 |
2025-04-06T20:35:54.356Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:35:54.356Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:35:54.356Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:35:54.356Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 909,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:54.356Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:55.093Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:35:55.093Z
|
click
|
other
|
rule
|
train
| 910 |
2025-04-06T20:35:55.093Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:35:55.093Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:35:55.093Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:35:55.093Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 910,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:55.093Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:57.332Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:35:57.332Z
|
click
|
other
|
rule
|
train
| 911 |
2025-04-06T20:35:57.332Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:35:57.332Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:35:57.332Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:35:57.332Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 911,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:57.332Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:58.094Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:35:58.094Z
|
click
|
other
|
rule
|
train
| 912 |
2025-04-06T20:35:58.094Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:35:58.094Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:35:58.094Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:35:58.094Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 912,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:58.094Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:00.957Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:36:00.957Z
|
click
|
other
|
rule
|
train
| 913 |
2025-04-06T20:36:00.957Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:36:00.957Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:36:00.957Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:36:00.957Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 913,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:00.957Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:01.677Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:36:01.677Z
|
click
|
other
|
rule
|
train
| 914 |
2025-04-06T20:36:01.677Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:36:01.677Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:36:01.677Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:36:01.677Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 914,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:01.677Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:03.781Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:36:03.781Z
|
click
|
other
|
rule
|
train
| 915 |
2025-04-06T20:36:03.781Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:36:03.781Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:36:03.781Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:36:03.781Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 915,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:03.781Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:39.589Z\", // 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
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2025-04-06T20:36:39.589Z
|
click
|
other
|
rule
|
train
| 916 |
2025-04-06T20:36:39.589Z
|
click
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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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:36:39.589Z", // 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\": \"2025-04-06T20:36:39.589Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:36:39.589Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 916,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:39.589Z\", // 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\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:40.513Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:36:40.513Z
|
click
|
other
|
rule
|
train
| 917 |
2025-04-06T20:36:40.513Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:36:40.513Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:36:40.513Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:36:40.513Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 917,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:40.513Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:41.500Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:36:41.500Z
|
click
|
other
|
rule
|
train
| 918 |
2025-04-06T20:36:41.500Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:36:41.500Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:36:41.500Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:36:41.500Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 918,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:41.500Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:42.788Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:36:42.788Z
|
click
|
other
|
rule
|
train
| 919 |
2025-04-06T20:36:42.788Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:36:42.788Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:36:42.788Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:36:42.788Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 919,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:42.788Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n{\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\"},\n{\"price\": \"$ 229\\u300299\"},\n{\"bullet_list\": \"80 PLUS \\u767d\\u91d1\\u7ea7 SFX \\u7535\\u6e90\\uff1a\\u7d27\\u51d1\\u578b SFX \\u5916\\u5f62\\u4e2d\\u914d\\u5907\\u5f3a\\u5927\\u7684\\u767d\\u91d1\\u7ea7\\u7535\\u6e90\\uff0c\\u975e\\u5e38\\u9002\\u5408\\u529f\\u7387\\u5bc6\\u5ea6\\u6700\\u9ad8\\u7684\\u5c0f\\u578b PC \\u6216\\u8282\\u7701\\u8f83\\u5927\\u673a\\u7bb1\\u4e2d\\u7684\\u7a7a\\u95f4 \\u7b26\\u5408 ATX 3.0 \\u548c PCIe 5.0 \\u6807\\u51c6\\uff1a\\u7b26\\u5408\\u82f1\\u7279\\u5c14\\u7684 ATX 3.0 \\u7535\\u6e90\\u6807\\u51c6\\uff0c\\u652f\\u6301 PCIe Gen 5 \\u5e73\\u53f0\\u5e76\\u53ef\\u62b5\\u6297\\u77ac\\u6001\\u529f\\u7387\\u5c16\\u5cf0 \\u5168\\u6a21\\u5757\\u5316\\u3001Type-5 Micro-Fit PSU \\u8fde\\u63a5\\u5668\\uff1a\\u91c7\\u7528\\u7075\\u6d3b\\u7684\\u5e03\\u7ebf\\uff0c\\u5360\\u7528\\u66f4\\u5c11\\u7684\\u7a7a\\u95f4\\uff0c\\u4fbf\\u4e8e\\u6574\\u9f50\\u5730\\u7ba1\\u7406\\u7535\\u7f06\\uff0c\\u5e76\\u517c\\u5bb9\\u5c0f\\u578b\\u673a\\u7bb1 92mm PWM \\u51b7\\u5374\\u98ce\\u6247\\uff1a\\u5f97\\u76ca\\u4e8e\\u6d41\\u4f53\\u52a8\\u529b\\u8f74\\u627f\\uff0c\\u53ef\\u63d0\\u4f9b\\u5f3a\\u5927\\u7684\\u51b7\\u5374\\u6548\\u679c\\u548c\\u4f4e\\u566a\\u97f3\\u8fd0\\u884c 105\\u00b0C \\u989d\\u5b9a\\u65e5\\u672c\\u7535\\u5bb9\\u5668\\uff1a\\u63d0\\u4f9b\\u7a33\\u5b9a\\u529f\\u7387\\u548c\\u53ef\\u9760\\u6027\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"<font style=\\\"vertical-align inherit;\\\"><font style=\\\"vertical-align inherit;\\\">\\u7c7b\\u578b\\uff1a</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">SF\\uff08ATX 3.1 \\u548c PCIe 5.1\\uff09</font></font>\"},\n{\"<font style=\\\"vertical-align inherit;\\\"><font style=\\\"vertical-align inherit;\\\">\\u5c3a\\u5bf8\\uff1a</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">1000\\u74e6</font></font>\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:37:56.237Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:37:56.237Z
|
click
|
page_related
|
rule
|
train
| 920 |
2025-04-06T20:37:56.237Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "\u4e09\u661f 990 PRO \u7cfb\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \u5185\u7f6e SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "169.99 \u7f8e\u5143", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU \u51b7\u5374\u5668\uff0c3 x 120 \u6beb\u7c73\u6c34\u51b7\uff0c38 \u6beb\u7c73\u6563\u70ed\u5668\uff0cPWM \u6cf5\uff0cVRM \u98ce\u6247\uff0cAMD AM5/AM4\uff0c\u82f1\u7279\u5c14 LGA1851/1700 \u63a5\u89e6\u6846\u67b6 - \u9ed1\u8272", "asin": "B0DLWGG85P", "price": "124.99 \u7f8e\u5143", "quantity": "1"},
{"title": "ThxToms ESD \u9632\u9759\u7535\u624b\u5957\uff0c\u9ad8\u8010\u6027\u78b3\u7ea4\u7ef4\u7535\u8111\u624b\u5957\uff0c\u5927\u53f7 1 \u53cc", "asin": "B01DP6RQYI", "price": "6.99 \u7f8e\u5143", "quantity": "1"},
{"title": "STREBITO Electronics \u7cbe\u5bc6\u87ba\u4e1d\u5200\u5957\u88c5 142 \u4ef6\uff0c\u542b 120 \u4f4d\u78c1\u6027\u7ef4\u4fee\u5de5\u5177\u5957\u4ef6\uff0c\u9002\u7528\u4e8e iPhone\u3001MacBook\u3001\u7535\u8111\u3001\u7b14\u8bb0\u672c\u7535\u8111\u3001PC\u3001\u5e73\u677f\u7535\u8111\u3001PS4\u3001Xbox\u3001\u4efb\u5929\u5802\u3001\u6e38\u620f\u673a", "asin": "B08SGM6F79", "price": "27.99 \u7f8e\u5143", "quantity": "1"},
{"title": "Noctua 360mm AIO \u5347\u7ea7\u5305\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \u98ce\u6247\u52a0 1x NT-H2 \u5bfc\u70ed\u818f\uff09", "asin": "B09J91SVLF", "price": "106.95 \u7f8e\u5143"},
{"title": "CORSAIR SF1000 (2024) \u5168\u6a21\u5757\u5316\u4f4e\u566a\u97f3 80 Plus Platinum ATX \u7535\u6e90 \u2013 \u7b26\u5408 ATX 3.0 \u6807\u51c6 \u2013 \u652f\u6301 PCIe 5.0 \u2013 \u9644\u5e26 SFX \u8f6c ATX \u652f\u67b6 \u2013 \u9ed1\u8272", "asin": "B0D45RN3KZ", "price": "229.99 \u7f8e\u5143", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo \u7cfb\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \u53f0\u5f0f\u7535\u8111\u5185\u5b58 UDIMM - \u94f6\u8272 (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "149.99 \u7f8e\u5143", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) \u5168\u6a21\u5757\u5316\u4f4e\u566a\u97f3 80 Plus Platinum ATX \u7535\u6e90 \u2013 \u7b26\u5408 ATX 3.0 \u6807\u51c6 \u2013 \u652f\u6301 PCIe 5.0 \u2013 \u9644\u5e26 SFX \u8f6c ATX \u652f\u67b6 \u2013 \u9ed1\u8272"},
{"price": "$ 229\u300299"},
{"bullet_list": "80 PLUS \u767d\u91d1\u7ea7 SFX \u7535\u6e90\uff1a\u7d27\u51d1\u578b SFX \u5916\u5f62\u4e2d\u914d\u5907\u5f3a\u5927\u7684\u767d\u91d1\u7ea7\u7535\u6e90\uff0c\u975e\u5e38\u9002\u5408\u529f\u7387\u5bc6\u5ea6\u6700\u9ad8\u7684\u5c0f\u578b PC \u6216\u8282\u7701\u8f83\u5927\u673a\u7bb1\u4e2d\u7684\u7a7a\u95f4 \u7b26\u5408 ATX 3.0 \u548c PCIe 5.0 \u6807\u51c6\uff1a\u7b26\u5408\u82f1\u7279\u5c14\u7684 ATX 3.0 \u7535\u6e90\u6807\u51c6\uff0c\u652f\u6301 PCIe Gen 5 \u5e73\u53f0\u5e76\u53ef\u62b5\u6297\u77ac\u6001\u529f\u7387\u5c16\u5cf0 \u5168\u6a21\u5757\u5316\u3001Type-5 Micro-Fit PSU \u8fde\u63a5\u5668\uff1a\u91c7\u7528\u7075\u6d3b\u7684\u5e03\u7ebf\uff0c\u5360\u7528\u66f4\u5c11\u7684\u7a7a\u95f4\uff0c\u4fbf\u4e8e\u6574\u9f50\u5730\u7ba1\u7406\u7535\u7f06\uff0c\u5e76\u517c\u5bb9\u5c0f\u578b\u673a\u7bb1 92mm PWM \u51b7\u5374\u98ce\u6247\uff1a\u5f97\u76ca\u4e8e\u6d41\u4f53\u52a8\u529b\u8f74\u627f\uff0c\u53ef\u63d0\u4f9b\u5f3a\u5927\u7684\u51b7\u5374\u6548\u679c\u548c\u4f4e\u566a\u97f3\u8fd0\u884c 105\u00b0C \u989d\u5b9a\u65e5\u672c\u7535\u5bb9\u5668\uff1a\u63d0\u4f9b\u7a33\u5b9a\u529f\u7387\u548c\u53ef\u9760\u6027"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"<font style=\"vertical-align inherit;\"><font style=\"vertical-align inherit;\">\u7c7b\u578b\uff1a</font></font>": "<font style=\"vertical-align: inherit;\"><font style=\"vertical-align: inherit;\">SF\uff08ATX 3.1 \u548c PCIe 5.1\uff09</font></font>"},
{"<font style=\"vertical-align inherit;\"><font style=\"vertical-align inherit;\">\u5c3a\u5bf8\uff1a</font></font>": "<font style=\"vertical-align: inherit;\"><font style=\"vertical-align: inherit;\">1000\u74e6</font></font>"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:37:56.237Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:37:56.237Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:37:56.237Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 920,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n{\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\"},\n{\"price\": \"$ 229\\u300299\"},\n{\"bullet_list\": \"80 PLUS \\u767d\\u91d1\\u7ea7 SFX \\u7535\\u6e90\\uff1a\\u7d27\\u51d1\\u578b SFX \\u5916\\u5f62\\u4e2d\\u914d\\u5907\\u5f3a\\u5927\\u7684\\u767d\\u91d1\\u7ea7\\u7535\\u6e90\\uff0c\\u975e\\u5e38\\u9002\\u5408\\u529f\\u7387\\u5bc6\\u5ea6\\u6700\\u9ad8\\u7684\\u5c0f\\u578b PC \\u6216\\u8282\\u7701\\u8f83\\u5927\\u673a\\u7bb1\\u4e2d\\u7684\\u7a7a\\u95f4 \\u7b26\\u5408 ATX 3.0 \\u548c PCIe 5.0 \\u6807\\u51c6\\uff1a\\u7b26\\u5408\\u82f1\\u7279\\u5c14\\u7684 ATX 3.0 \\u7535\\u6e90\\u6807\\u51c6\\uff0c\\u652f\\u6301 PCIe Gen 5 \\u5e73\\u53f0\\u5e76\\u53ef\\u62b5\\u6297\\u77ac\\u6001\\u529f\\u7387\\u5c16\\u5cf0 \\u5168\\u6a21\\u5757\\u5316\\u3001Type-5 Micro-Fit PSU \\u8fde\\u63a5\\u5668\\uff1a\\u91c7\\u7528\\u7075\\u6d3b\\u7684\\u5e03\\u7ebf\\uff0c\\u5360\\u7528\\u66f4\\u5c11\\u7684\\u7a7a\\u95f4\\uff0c\\u4fbf\\u4e8e\\u6574\\u9f50\\u5730\\u7ba1\\u7406\\u7535\\u7f06\\uff0c\\u5e76\\u517c\\u5bb9\\u5c0f\\u578b\\u673a\\u7bb1 92mm PWM \\u51b7\\u5374\\u98ce\\u6247\\uff1a\\u5f97\\u76ca\\u4e8e\\u6d41\\u4f53\\u52a8\\u529b\\u8f74\\u627f\\uff0c\\u53ef\\u63d0\\u4f9b\\u5f3a\\u5927\\u7684\\u51b7\\u5374\\u6548\\u679c\\u548c\\u4f4e\\u566a\\u97f3\\u8fd0\\u884c 105\\u00b0C \\u989d\\u5b9a\\u65e5\\u672c\\u7535\\u5bb9\\u5668\\uff1a\\u63d0\\u4f9b\\u7a33\\u5b9a\\u529f\\u7387\\u548c\\u53ef\\u9760\\u6027\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"<font style=\\\"vertical-align inherit;\\\"><font style=\\\"vertical-align inherit;\\\">\\u7c7b\\u578b\\uff1a</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">SF\\uff08ATX 3.1 \\u548c PCIe 5.1\\uff09</font></font>\"},\n{\"<font style=\\\"vertical-align inherit;\\\"><font style=\\\"vertical-align inherit;\\\">\\u5c3a\\u5bf8\\uff1a</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">1000\\u74e6</font></font>\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:37:56.237Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n{\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\"},\n{\"price\": \"$ 229\\u300299\"},\n{\"bullet_list\": \"80 PLUS \\u767d\\u91d1\\u7ea7 SFX \\u7535\\u6e90\\uff1a\\u7d27\\u51d1\\u578b SFX \\u5916\\u5f62\\u4e2d\\u914d\\u5907\\u5f3a\\u5927\\u7684\\u767d\\u91d1\\u7ea7\\u7535\\u6e90\\uff0c\\u975e\\u5e38\\u9002\\u5408\\u529f\\u7387\\u5bc6\\u5ea6\\u6700\\u9ad8\\u7684\\u5c0f\\u578b PC \\u6216\\u8282\\u7701\\u8f83\\u5927\\u673a\\u7bb1\\u4e2d\\u7684\\u7a7a\\u95f4 \\u7b26\\u5408 ATX 3.0 \\u548c PCIe 5.0 \\u6807\\u51c6\\uff1a\\u7b26\\u5408\\u82f1\\u7279\\u5c14\\u7684 ATX 3.0 \\u7535\\u6e90\\u6807\\u51c6\\uff0c\\u652f\\u6301 PCIe Gen 5 \\u5e73\\u53f0\\u5e76\\u53ef\\u62b5\\u6297\\u77ac\\u6001\\u529f\\u7387\\u5c16\\u5cf0 \\u5168\\u6a21\\u5757\\u5316\\u3001Type-5 Micro-Fit PSU \\u8fde\\u63a5\\u5668\\uff1a\\u91c7\\u7528\\u7075\\u6d3b\\u7684\\u5e03\\u7ebf\\uff0c\\u5360\\u7528\\u66f4\\u5c11\\u7684\\u7a7a\\u95f4\\uff0c\\u4fbf\\u4e8e\\u6574\\u9f50\\u5730\\u7ba1\\u7406\\u7535\\u7f06\\uff0c\\u5e76\\u517c\\u5bb9\\u5c0f\\u578b\\u673a\\u7bb1 92mm PWM \\u51b7\\u5374\\u98ce\\u6247\\uff1a\\u5f97\\u76ca\\u4e8e\\u6d41\\u4f53\\u52a8\\u529b\\u8f74\\u627f\\uff0c\\u53ef\\u63d0\\u4f9b\\u5f3a\\u5927\\u7684\\u51b7\\u5374\\u6548\\u679c\\u548c\\u4f4e\\u566a\\u97f3\\u8fd0\\u884c 105\\u00b0C \\u989d\\u5b9a\\u65e5\\u672c\\u7535\\u5bb9\\u5668\\uff1a\\u63d0\\u4f9b\\u7a33\\u5b9a\\u529f\\u7387\\u548c\\u53ef\\u9760\\u6027\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"<font style=\\\"vertical-align inherit;\\\"><font style=\\\"vertical-align inherit;\\\">\\u7c7b\\u578b\\uff1a</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">SF\\uff08ATX 3.1 \\u548c PCIe 5.1\\uff09</font></font>\"},\n{\"<font style=\\\"vertical-align inherit;\\\"><font style=\\\"vertical-align inherit;\\\">\\u5c3a\\u5bf8\\uff1a</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">1000\\u74e6</font></font>\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:37:59.746Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T20:37:59.746Z
|
click
|
other
|
rule
|
train
| 921 |
2025-04-06T20:37:59.746Z
|
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": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T15:56:39.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:48.687Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:56:55.630Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:14.603Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"}
{"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "\u4e09\u661f 990 PRO \u7cfb\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \u5185\u7f6e SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "169.99 \u7f8e\u5143", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU \u51b7\u5374\u5668\uff0c3 x 120 \u6beb\u7c73\u6c34\u51b7\uff0c38 \u6beb\u7c73\u6563\u70ed\u5668\uff0cPWM \u6cf5\uff0cVRM \u98ce\u6247\uff0cAMD AM5/AM4\uff0c\u82f1\u7279\u5c14 LGA1851/1700 \u63a5\u89e6\u6846\u67b6 - \u9ed1\u8272", "asin": "B0DLWGG85P", "price": "124.99 \u7f8e\u5143", "quantity": "1"},
{"title": "ThxToms ESD \u9632\u9759\u7535\u624b\u5957\uff0c\u9ad8\u8010\u6027\u78b3\u7ea4\u7ef4\u7535\u8111\u624b\u5957\uff0c\u5927\u53f7 1 \u53cc", "asin": "B01DP6RQYI", "price": "6.99 \u7f8e\u5143", "quantity": "1"},
{"title": "STREBITO Electronics \u7cbe\u5bc6\u87ba\u4e1d\u5200\u5957\u88c5 142 \u4ef6\uff0c\u542b 120 \u4f4d\u78c1\u6027\u7ef4\u4fee\u5de5\u5177\u5957\u4ef6\uff0c\u9002\u7528\u4e8e iPhone\u3001MacBook\u3001\u7535\u8111\u3001\u7b14\u8bb0\u672c\u7535\u8111\u3001PC\u3001\u5e73\u677f\u7535\u8111\u3001PS4\u3001Xbox\u3001\u4efb\u5929\u5802\u3001\u6e38\u620f\u673a", "asin": "B08SGM6F79", "price": "27.99 \u7f8e\u5143", "quantity": "1"},
{"title": "Noctua 360mm AIO \u5347\u7ea7\u5305\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \u98ce\u6247\u52a0 1x NT-H2 \u5bfc\u70ed\u818f\uff09", "asin": "B09J91SVLF", "price": "106.95 \u7f8e\u5143"},
{"title": "CORSAIR SF1000 (2024) \u5168\u6a21\u5757\u5316\u4f4e\u566a\u97f3 80 Plus Platinum ATX \u7535\u6e90 \u2013 \u7b26\u5408 ATX 3.0 \u6807\u51c6 \u2013 \u652f\u6301 PCIe 5.0 \u2013 \u9644\u5e26 SFX \u8f6c ATX \u652f\u67b6 \u2013 \u9ed1\u8272", "asin": "B0D45RN3KZ", "price": "229.99 \u7f8e\u5143", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo \u7cfb\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \u53f0\u5f0f\u7535\u8111\u5185\u5b58 UDIMM - \u94f6\u8272 (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "149.99 \u7f8e\u5143", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) \u5168\u6a21\u5757\u5316\u4f4e\u566a\u97f3 80 Plus Platinum ATX \u7535\u6e90 \u2013 \u7b26\u5408 ATX 3.0 \u6807\u51c6 \u2013 \u652f\u6301 PCIe 5.0 \u2013 \u9644\u5e26 SFX \u8f6c ATX \u652f\u67b6 \u2013 \u9ed1\u8272"},
{"price": "$ 229\u300299"},
{"bullet_list": "80 PLUS \u767d\u91d1\u7ea7 SFX \u7535\u6e90\uff1a\u7d27\u51d1\u578b SFX \u5916\u5f62\u4e2d\u914d\u5907\u5f3a\u5927\u7684\u767d\u91d1\u7ea7\u7535\u6e90\uff0c\u975e\u5e38\u9002\u5408\u529f\u7387\u5bc6\u5ea6\u6700\u9ad8\u7684\u5c0f\u578b PC \u6216\u8282\u7701\u8f83\u5927\u673a\u7bb1\u4e2d\u7684\u7a7a\u95f4 \u7b26\u5408 ATX 3.0 \u548c PCIe 5.0 \u6807\u51c6\uff1a\u7b26\u5408\u82f1\u7279\u5c14\u7684 ATX 3.0 \u7535\u6e90\u6807\u51c6\uff0c\u652f\u6301 PCIe Gen 5 \u5e73\u53f0\u5e76\u53ef\u62b5\u6297\u77ac\u6001\u529f\u7387\u5c16\u5cf0 \u5168\u6a21\u5757\u5316\u3001Type-5 Micro-Fit PSU \u8fde\u63a5\u5668\uff1a\u91c7\u7528\u7075\u6d3b\u7684\u5e03\u7ebf\uff0c\u5360\u7528\u66f4\u5c11\u7684\u7a7a\u95f4\uff0c\u4fbf\u4e8e\u6574\u9f50\u5730\u7ba1\u7406\u7535\u7f06\uff0c\u5e76\u517c\u5bb9\u5c0f\u578b\u673a\u7bb1 92mm PWM \u51b7\u5374\u98ce\u6247\uff1a\u5f97\u76ca\u4e8e\u6d41\u4f53\u52a8\u529b\u8f74\u627f\uff0c\u53ef\u63d0\u4f9b\u5f3a\u5927\u7684\u51b7\u5374\u6548\u679c\u548c\u4f4e\u566a\u97f3\u8fd0\u884c 105\u00b0C \u989d\u5b9a\u65e5\u672c\u7535\u5bb9\u5668\uff1a\u63d0\u4f9b\u7a33\u5b9a\u529f\u7387\u548c\u53ef\u9760\u6027"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"<font style=\"vertical-align inherit;\"><font style=\"vertical-align inherit;\">\u7c7b\u578b\uff1a</font></font>": "<font style=\"vertical-align: inherit;\"><font style=\"vertical-align: inherit;\">SF\uff08ATX 3.1 \u548c PCIe 5.1\uff09</font></font>"},
{"<font style=\"vertical-align inherit;\"><font style=\"vertical-align inherit;\">\u5c3a\u5bf8\uff1a</font></font>": "<font style=\"vertical-align: inherit;\"><font style=\"vertical-align: inherit;\">1000\u74e6</font></font>"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T20:37:59.746Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:37:59.746Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T20:37:59.746Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 921,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:39.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:48.687Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:56:55.630Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:14.603Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n{\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\"},\n{\"price\": \"$ 229\\u300299\"},\n{\"bullet_list\": \"80 PLUS \\u767d\\u91d1\\u7ea7 SFX \\u7535\\u6e90\\uff1a\\u7d27\\u51d1\\u578b SFX \\u5916\\u5f62\\u4e2d\\u914d\\u5907\\u5f3a\\u5927\\u7684\\u767d\\u91d1\\u7ea7\\u7535\\u6e90\\uff0c\\u975e\\u5e38\\u9002\\u5408\\u529f\\u7387\\u5bc6\\u5ea6\\u6700\\u9ad8\\u7684\\u5c0f\\u578b PC \\u6216\\u8282\\u7701\\u8f83\\u5927\\u673a\\u7bb1\\u4e2d\\u7684\\u7a7a\\u95f4 \\u7b26\\u5408 ATX 3.0 \\u548c PCIe 5.0 \\u6807\\u51c6\\uff1a\\u7b26\\u5408\\u82f1\\u7279\\u5c14\\u7684 ATX 3.0 \\u7535\\u6e90\\u6807\\u51c6\\uff0c\\u652f\\u6301 PCIe Gen 5 \\u5e73\\u53f0\\u5e76\\u53ef\\u62b5\\u6297\\u77ac\\u6001\\u529f\\u7387\\u5c16\\u5cf0 \\u5168\\u6a21\\u5757\\u5316\\u3001Type-5 Micro-Fit PSU \\u8fde\\u63a5\\u5668\\uff1a\\u91c7\\u7528\\u7075\\u6d3b\\u7684\\u5e03\\u7ebf\\uff0c\\u5360\\u7528\\u66f4\\u5c11\\u7684\\u7a7a\\u95f4\\uff0c\\u4fbf\\u4e8e\\u6574\\u9f50\\u5730\\u7ba1\\u7406\\u7535\\u7f06\\uff0c\\u5e76\\u517c\\u5bb9\\u5c0f\\u578b\\u673a\\u7bb1 92mm PWM \\u51b7\\u5374\\u98ce\\u6247\\uff1a\\u5f97\\u76ca\\u4e8e\\u6d41\\u4f53\\u52a8\\u529b\\u8f74\\u627f\\uff0c\\u53ef\\u63d0\\u4f9b\\u5f3a\\u5927\\u7684\\u51b7\\u5374\\u6548\\u679c\\u548c\\u4f4e\\u566a\\u97f3\\u8fd0\\u884c 105\\u00b0C \\u989d\\u5b9a\\u65e5\\u672c\\u7535\\u5bb9\\u5668\\uff1a\\u63d0\\u4f9b\\u7a33\\u5b9a\\u529f\\u7387\\u548c\\u53ef\\u9760\\u6027\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"<font style=\\\"vertical-align inherit;\\\"><font style=\\\"vertical-align inherit;\\\">\\u7c7b\\u578b\\uff1a</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">SF\\uff08ATX 3.1 \\u548c PCIe 5.1\\uff09</font></font>\"},\n{\"<font style=\\\"vertical-align inherit;\\\"><font style=\\\"vertical-align inherit;\\\">\\u5c3a\\u5bf8\\uff1a</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">1000\\u74e6</font></font>\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:37:59.746Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|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\": \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D1VDZST3\"},\n{\"title\": \"NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black\"},\n{\"price\": \"$356.99\"},\n{\"bullet_list\": \"FUTURE-PROOF POWER \\u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \\u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \\u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \\u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \\u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"1500W Platinum\"},\n{\"Style\": \"C Series ATX 3.1\"}]\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\": \"2025-04-07T00:30:27.337Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T00:30:27.337Z
|
click
|
cart_side_bar
|
rule
|
train
| 922 |
2025-04-07T00:30:27.337Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|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": "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D1VDZST3"},
{"title": "NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black"},
{"price": "$356.99"},
{"bullet_list": "FUTURE-PROOF POWER \u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Black"},
{"Size": "1500W Platinum"},
{"Style": "C Series ATX 3.1"}]
<|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": "2025-04-07T00:30:27.337Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T00:30:27.337Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T00:30:27.337Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 922,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|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\": \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D1VDZST3\"},\n{\"title\": \"NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black\"},\n{\"price\": \"$356.99\"},\n{\"bullet_list\": \"FUTURE-PROOF POWER \\u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \\u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \\u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \\u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \\u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"1500W Platinum\"},\n{\"Style\": \"C Series ATX 3.1\"}]\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\": \"2025-04-07T00:30:27.337Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"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\": \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D1VDZST3\"},\n{\"title\": \"NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black\"},\n{\"price\": \"$356.99\"},\n{\"bullet_list\": \"FUTURE-PROOF POWER \\u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \\u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \\u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \\u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \\u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"1500W Platinum\"},\n{\"Style\": \"C Series ATX 3.1\"}]\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\": \"2025-04-07T00:34:12.982Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T00:34:12.982Z
|
click
|
review
|
rule
|
train
| 923 |
2025-04-07T00:34:12.982Z
|
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": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T00:30:27.337Z", "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": "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D1VDZST3"},
{"title": "NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black"},
{"price": "$356.99"},
{"bullet_list": "FUTURE-PROOF POWER \u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Black"},
{"Size": "1500W Platinum"},
{"Style": "C Series ATX 3.1"}]
<|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": "2025-04-07T00:34:12.982Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T00:34:12.982Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T00:34:12.982Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 923,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"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\": \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D1VDZST3\"},\n{\"title\": \"NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black\"},\n{\"price\": \"$356.99\"},\n{\"bullet_list\": \"FUTURE-PROOF POWER \\u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \\u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \\u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \\u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \\u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"1500W Platinum\"},\n{\"Style\": \"C Series ATX 3.1\"}]\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\": \"2025-04-07T00:34:12.982Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T00:35:01.100Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T00:35:01.100Z
|
click
|
review
|
rule
|
train
| 924 |
2025-04-07T00:35:01.100Z
|
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": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T00:35:01.100Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T00:35:01.100Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T00:35:01.100Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 924,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T00:35:01.100Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T00:36:18.585Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T00:36:18.585Z
|
click
|
review
|
rule
|
train
| 925 |
2025-04-07T00:36:18.585Z
|
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": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T00:36:18.585Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T00:36:18.585Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T00:36:18.585Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 925,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T00:36:18.585Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D1VDZST3\"},\n{\"title\": \"NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black\"},\n{\"price\": \"$356.99\"},\n{\"bullet_list\": \"FUTURE-PROOF POWER \\u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \\u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \\u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \\u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \\u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"1500W Platinum\"},\n{\"Style\": \"C Series ATX 3.1\"}]\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\": \"2025-04-07T00:36:27.964Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T00:36:27.964Z
|
click
|
review
|
rule
|
train
| 926 |
2025-04-07T00:36:27.964Z
|
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": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"}
{"timestamp": "2025-04-06T01:15:36.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:16.580Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"}
{"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D1VDZST3"},
{"title": "NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black"},
{"price": "$356.99"},
{"bullet_list": "FUTURE-PROOF POWER \u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Black"},
{"Size": "1500W Platinum"},
{"Style": "C Series ATX 3.1"}]
<|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": "2025-04-07T00:36:27.964Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T00:36:27.964Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T00:36:27.964Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 926,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:15:36.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:16.580Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D1VDZST3\"},\n{\"title\": \"NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black\"},\n{\"price\": \"$356.99\"},\n{\"bullet_list\": \"FUTURE-PROOF POWER \\u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \\u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \\u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \\u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \\u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"1500W Platinum\"},\n{\"Style\": \"C Series ATX 3.1\"}]\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\": \"2025-04-07T00:36:27.964Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09VH1T1C2\"},\n{\"title\": \"ARCTIC Liquid Freezer III 360 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black\"},\n{\"bullet_list\": \"LGA1851 AND LGA1700 CONTACT FRAME: Improved contact pressure distribution through Intel mounting frame for efficient heat transfer, thanks to even CPU contact surface NATIVE AMD OFFSET MOUNTING: Optimized for the multi-die chiplet design of Ryzen processors - 5mm offset for optimal coverage of the CPU hotspot, resulting in more efficient heat transfer ACTIVE COOLING OF THE VOLTAGE CONVERTERS: PWM-controlled VRM fan that additionally cools components in the base area, such as voltage converters INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the jacket of the hoses, which means that only one visible cable is connected to the motherboard LIMITED COMPATIBILITY WITH A FEW MOTHERBOARDS: Oversized coolers on the M.2_1 slot can lead to compatibility problems. An overview and solution is available in the technical data, in the manual and on the manufacturer's website. Please use the compatibility check\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:57:42.809Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T00:57:42.809Z
|
click
|
product_option
|
rule
|
train
| 927 |
2025-04-08T00:57:42.809Z
|
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": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|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": "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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B09VH1T1C2"},
{"title": "ARCTIC Liquid Freezer III 360 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black"},
{"bullet_list": "LGA1851 AND LGA1700 CONTACT FRAME: Improved contact pressure distribution through Intel mounting frame for efficient heat transfer, thanks to even CPU contact surface NATIVE AMD OFFSET MOUNTING: Optimized for the multi-die chiplet design of Ryzen processors - 5mm offset for optimal coverage of the CPU hotspot, resulting in more efficient heat transfer ACTIVE COOLING OF THE VOLTAGE CONVERTERS: PWM-controlled VRM fan that additionally cools components in the base area, such as voltage converters INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the jacket of the hoses, which means that only one visible cable is connected to the motherboard LIMITED COMPATIBILITY WITH A FEW MOTHERBOARDS: Oversized coolers on the M.2_1 slot can lead to compatibility problems. An overview and solution is available in the technical data, in the manual and on the manufacturer's website. Please use the compatibility check"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T00:57:42.809Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:57:42.809Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T00:57:42.809Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 927,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09VH1T1C2\"},\n{\"title\": \"ARCTIC Liquid Freezer III 360 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black\"},\n{\"bullet_list\": \"LGA1851 AND LGA1700 CONTACT FRAME: Improved contact pressure distribution through Intel mounting frame for efficient heat transfer, thanks to even CPU contact surface NATIVE AMD OFFSET MOUNTING: Optimized for the multi-die chiplet design of Ryzen processors - 5mm offset for optimal coverage of the CPU hotspot, resulting in more efficient heat transfer ACTIVE COOLING OF THE VOLTAGE CONVERTERS: PWM-controlled VRM fan that additionally cools components in the base area, such as voltage converters INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the jacket of the hoses, which means that only one visible cable is connected to the motherboard LIMITED COMPATIBILITY WITH A FEW MOTHERBOARDS: Oversized coolers on the M.2_1 slot can lead to compatibility problems. An overview and solution is available in the technical data, in the manual and on the manufacturer's website. Please use the compatibility check\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:57:42.809Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00136A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:57:49.496Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T00:57:49.496Z
|
click
|
product_option
|
rule
|
train
| 928 |
2025-04-08T00:57:49.496Z
|
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": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-08T00:57:42.809Z", "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": "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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00136A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T00:57:49.496Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:57:49.496Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T00:57:49.496Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 928,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00136A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:57:49.496Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09VH1T1C2\"},\n{\"title\": \"ARCTIC Liquid Freezer III 360 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black\"},\n{\"bullet_list\": \"LGA1851 AND LGA1700 CONTACT FRAME: Improved contact pressure distribution through Intel mounting frame for efficient heat transfer, thanks to even CPU contact surface NATIVE AMD OFFSET MOUNTING: Optimized for the multi-die chiplet design of Ryzen processors - 5mm offset for optimal coverage of the CPU hotspot, resulting in more efficient heat transfer ACTIVE COOLING OF THE VOLTAGE CONVERTERS: PWM-controlled VRM fan that additionally cools components in the base area, such as voltage converters INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the jacket of the hoses, which means that only one visible cable is connected to the motherboard LIMITED COMPATIBILITY WITH A FEW MOTHERBOARDS: Oversized coolers on the M.2_1 slot can lead to compatibility problems. An overview and solution is available in the technical data, in the manual and on the manufacturer's website. Please use the compatibility check\"}],\n\"product_options\": [{\"Model\": \"ACFRE00136A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:58:05.075Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T00:58:05.075Z
|
click
|
other
|
rule
|
train
| 929 |
2025-04-08T00:58:05.075Z
|
click
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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": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B09VH1T1C2"},
{"title": "ARCTIC Liquid Freezer III 360 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black"},
{"bullet_list": "LGA1851 AND LGA1700 CONTACT FRAME: Improved contact pressure distribution through Intel mounting frame for efficient heat transfer, thanks to even CPU contact surface NATIVE AMD OFFSET MOUNTING: Optimized for the multi-die chiplet design of Ryzen processors - 5mm offset for optimal coverage of the CPU hotspot, resulting in more efficient heat transfer ACTIVE COOLING OF THE VOLTAGE CONVERTERS: PWM-controlled VRM fan that additionally cools components in the base area, such as voltage converters INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the jacket of the hoses, which means that only one visible cable is connected to the motherboard LIMITED COMPATIBILITY WITH A FEW MOTHERBOARDS: Oversized coolers on the M.2_1 slot can lead to compatibility problems. An overview and solution is available in the technical data, in the manual and on the manufacturer's website. Please use the compatibility check"}],
"product_options": [{"Model": "ACFRE00136A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T00:58:05.075Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:58:05.075Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T00:58:05.075Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 929,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09VH1T1C2\"},\n{\"title\": \"ARCTIC Liquid Freezer III 360 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black\"},\n{\"bullet_list\": \"LGA1851 AND LGA1700 CONTACT FRAME: Improved contact pressure distribution through Intel mounting frame for efficient heat transfer, thanks to even CPU contact surface NATIVE AMD OFFSET MOUNTING: Optimized for the multi-die chiplet design of Ryzen processors - 5mm offset for optimal coverage of the CPU hotspot, resulting in more efficient heat transfer ACTIVE COOLING OF THE VOLTAGE CONVERTERS: PWM-controlled VRM fan that additionally cools components in the base area, such as voltage converters INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the jacket of the hoses, which means that only one visible cable is connected to the motherboard LIMITED COMPATIBILITY WITH A FEW MOTHERBOARDS: Oversized coolers on the M.2_1 slot can lead to compatibility problems. An overview and solution is available in the technical data, in the manual and on the manufacturer's website. Please use the compatibility check\"}],\n\"product_options\": [{\"Model\": \"ACFRE00136A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:58:05.075Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:58:15.282Z\", // 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
|
2025-04-08T00:58:15.282Z
|
click
|
other
|
rule
|
train
| 930 |
2025-04-08T00:58:15.282Z
|
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": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T00:58:15.282Z", // 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\": \"2025-04-08T00:58:15.282Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T00:58:15.282Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 930,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:58:15.282Z\", // 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\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:01:24.209Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:01:24.209Z
|
click
|
cart_side_bar
|
rule
|
train
| 931 |
2025-04-08T01:01:24.209Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DLWGG85P"},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black"},
{"price": "$124.99"},
{"bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Model": "ACFRE00180A"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:01:24.209Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:01:24.209Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:01:24.209Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 931,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DLWGG85P\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"},\n{\"price\": \"$124.99\"},\n{\"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"ACFRE00180A\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:01:24.209Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:01:41.178Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:01:41.178Z
|
click
|
quantity
|
rule
|
train
| 932 |
2025-04-08T01:01:41.178Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:01:41.178Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:01:41.178Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:01:41.178Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 932,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:01:41.178Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:01:45.355Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:01:45.355Z
|
click
|
cart_side_bar
|
rule
|
train
| 933 |
2025-04-08T01:01:45.355Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"asin": "B0D45RN3KZ"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:01:45.355Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:01:45.355Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:01:45.355Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 933,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:01:45.355Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CSFT73DH\"},\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)\"},\n{\"price\": \"$315.08\"},\n{\"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"1200W\"},\n{\"Style\": \"Platinum\"},\n{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:02:01.903Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:02:01.903Z
|
click
|
cart_side_bar
|
rule
|
train
| 934 |
2025-04-08T01:02:01.903Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0CSFT73DH"},
{"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)"},
{"price": "$315.08"},
{"bullet_list": "ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "1200W"},
{"Style": "Platinum"},
{"Color": "Black"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:02:01.903Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:02:01.903Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:02:01.903Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 934,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CSFT73DH\"},\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)\"},\n{\"price\": \"$315.08\"},\n{\"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"1200W\"},\n{\"Style\": \"Platinum\"},\n{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:02:01.903Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BHJJ9Y77\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"MEET THE NEXT GEN: Consider this a cheat code; Our Samsung 990 PRO Gen4 SSD helps you reach near max performance with lightning-fast speeds; Whether you\\u2019re a hardcore gamer or a tech guru, you\\u2019ll get power efficiency built for the final boss REACH THE NEXT LEVEL: Gen4 steps up with faster transfer speeds and high-performance bandwidth; With a more than 55% improvement in random performance compared to 980 PRO, it\\u2019s here for heavy computing and faster loading THE FASTEST SSD FROM THE WORLD'S FLASH MEMORY BRAND: The speed you need for any occasion; With read and write speeds up to 7450/6900 MB/s you\\u2019ll reach near max performance of PCIe 4.0 powering through for any use PLAY WITHOUT LIMITS: Give yourself some space with storage capacities from 1TB to 4TB; Sync all your saves and reign supreme in gaming, video editing, data analysis and more IT\\u2019S A POWER MOVE: Save the power for your performance; Get power efficiency all while experiencing up to 50% improved performance per watt over the 980 PRO****; It makes every move more effective with less consumption\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"990 PRO\"},\n{\"Capacity\": \"2TB\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:02:18.591Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T01:02:18.591Z
|
click
|
cart_side_bar
|
rule
|
train
| 935 |
2025-04-08T01:02:18.591Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BHJJ9Y77"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)"},
{"price": "$169.99"},
{"bullet_list": "MEET THE NEXT GEN: Consider this a cheat code; Our Samsung 990 PRO Gen4 SSD helps you reach near max performance with lightning-fast speeds; Whether you\u2019re a hardcore gamer or a tech guru, you\u2019ll get power efficiency built for the final boss REACH THE NEXT LEVEL: Gen4 steps up with faster transfer speeds and high-performance bandwidth; With a more than 55% improvement in random performance compared to 980 PRO, it\u2019s here for heavy computing and faster loading THE FASTEST SSD FROM THE WORLD'S FLASH MEMORY BRAND: The speed you need for any occasion; With read and write speeds up to 7450/6900 MB/s you\u2019ll reach near max performance of PCIe 4.0 powering through for any use PLAY WITHOUT LIMITS: Give yourself some space with storage capacities from 1TB to 4TB; Sync all your saves and reign supreme in gaming, video editing, data analysis and more IT\u2019S A POWER MOVE: Save the power for your performance; Get power efficiency all while experiencing up to 50% improved performance per watt over the 980 PRO****; It makes every move more effective with less consumption"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "990 PRO"},
{"Capacity": "2TB"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T01:02:18.591Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T01:02:18.591Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T01:02:18.591Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 935,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BHJJ9Y77\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"MEET THE NEXT GEN: Consider this a cheat code; Our Samsung 990 PRO Gen4 SSD helps you reach near max performance with lightning-fast speeds; Whether you\\u2019re a hardcore gamer or a tech guru, you\\u2019ll get power efficiency built for the final boss REACH THE NEXT LEVEL: Gen4 steps up with faster transfer speeds and high-performance bandwidth; With a more than 55% improvement in random performance compared to 980 PRO, it\\u2019s here for heavy computing and faster loading THE FASTEST SSD FROM THE WORLD'S FLASH MEMORY BRAND: The speed you need for any occasion; With read and write speeds up to 7450/6900 MB/s you\\u2019ll reach near max performance of PCIe 4.0 powering through for any use PLAY WITHOUT LIMITS: Give yourself some space with storage capacities from 1TB to 4TB; Sync all your saves and reign supreme in gaming, video editing, data analysis and more IT\\u2019S A POWER MOVE: Save the power for your performance; Get power efficiency all while experiencing up to 50% improved performance per watt over the 980 PRO****; It makes every move more effective with less consumption\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"990 PRO\"},\n{\"Capacity\": \"2TB\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:02:18.591Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"2025-04-08T02:15:04.238Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:15:04.238Z
|
click
|
nav_bar
|
rule
|
train
| 936 |
2025-04-08T02:15:04.238Z
|
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": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "2025-04-08T02:15:04.238Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:15:04.238Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:15:04.238Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 936,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"2025-04-08T02:15:04.238Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"ARCTIC EAGLE Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"B08CXQN86W\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\\u00ae 5.0, Q-Release Slim, USB4\\u00ae, AI OCing & Networking\", \"asin\": \"B0DF12WKQY\", \"price\": \"$276.00\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 7 7800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0BTZB7F88\", \"price\": \"$409.00\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR VENGEANCE RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL36-44-44-96 1.35V Intel XMP Desktop Computer Memory - Black (CMH32GX5M2E6000C36)\", \"asin\": \"B0BZHTVHN5\", \"price\": \"$92.99\", \"quantity\": \"\"},\n{\"title\": \"GIGABYTE X870 AORUS Elite WIFI7 ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty\", \"asin\": \"B0DGVGRVLQ\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop\", \"asin\": \"B07KQ1T158\", \"price\": \"$7.88\", \"quantity\": \"\"},\n{\"title\": \"AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0DKFMSMYK\", \"price\": \"$479.00\", \"quantity\": \"\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"B09PY8WQHJ\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Thermal Grizzly Kryonaut - 1 Gram - Extremly High Performance Thermal Paste - for Demanding Applications and Overclocking CPU/GPU/PS4/PS5/Xbox\", \"asin\": \"B011F7W3LU\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Thermalright Peerless Assassin 120 SE CPU Cooler, 6 Heat Pipes AGHP Technology, Dual 120mm PWM Fans, 1550RPM Speed, for AMD:AM4 AM5/Intel LGA 1700/1150/1151/1200/1851,PC Cooler\", \"asin\": \"B09LGY38L4\", \"price\": \"$34.90\", \"quantity\": \"\"},\n{\"title\": \"WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E\", \"asin\": \"B0B7CMZ3QH\", \"price\": \"$147.12\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO w/ Heatsink SSD 2TB, PCIe Gen4 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up To 7,450MB/s for High End Computing, Workstations, Compatible w/ PlayStation 5, MZ-V9P2T0CW\", \"asin\": \"B0BHJDY57J\", \"price\": \"$164.99\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 7 7700X 8-Core, 16-Thread Unlocked Desktop Processor\", \"asin\": \"B0BBHHT8LY\", \"price\": \"$318.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0C9DPWRZ3\", \"price\": \"$115.19\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D2KHFC8Y\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D7L5VQFF\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DLMBH41K\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DWSL5BB1\", \"price\": \"$79.90\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DTBTBP9C\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DP26Y252\", \"price\": \"$125.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BRQB319K\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Vital Essentials Freeze Dried Raw Single Ingredient Dog Treats, Beef Liver, 15 oz | Premium Quality High Protein Training Treats | Grain Free, Gluten Free, Filler Free\", \"asin\": \"B0CLYL61KP\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Woofley's - Esophagus Stick (1 Pound)- Gullet Sticks for Dogs - Safe Jerky Dog Chews -Easily Digestible Dog Jerky Bully Sticks\", \"asin\": \"B0DJHB2HNL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Pawstruck Natural Large Collagen Stick Springs for Dogs - Vet-Approved Long Lasting Alternative to Traditional Rawhide & Bully Sticks with Glucosamine & Chondroitin - 4 Pack - Packaging May Vary\", \"asin\": \"B0C9JSLY9Q\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Pet Factory CareChewz Collagen 6-7\\\" Skinny Braided Sticks Dog Chew Treats - Natural Flavor, 5 Count/1 Pack\", \"asin\": \"B07NT4K58Y\", \"price\": \"$10.74\", \"quantity\": \"\"},\n{\"title\": \"Natural Farm Power Fish Sticks Dog Chews (6\\u201d, 5-Pack), 2-in-1 Power Chews: Premium Beef Cheek Wrapped in Crunchy Tilapia Skin, Rich in Omega 3s, Long Lasting Protein Chew with Health Benefits\", \"asin\": \"B0CNVSJJMN\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Premium Beef Cheek Rolls for Dogs 5-7\\\" - (3-Pack), Peanut Butter Flavored Long Lasting, Safe & Natural Rawhide Alternative Chews, Ideal for Large Dogs & Aggressive Chewers, Supports Dental Health\", \"asin\": \"B0D1211QBY\", \"price\": \"$15.79\", \"quantity\": \"\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UD\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"\", \"quantity\": \"\"},\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 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4,\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR HX1200i Fully Modular Ultra-Low Noise ATX Power Supply - ATX 3.0 & PCIe 5.0 Compliant - Fluid Dynamic Bearing Fan - C\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"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\", \"delivery\": \"Eligible for FREE international delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"1200W\"}, {\"Style\": \"Platinum\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"990 PRO\"}, {\"Capacity\": \"2TB\"}]},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"delivery\": \"$17.24 delivery Wed, Apr 16\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Model\": \"ACFRE00180A\"}]},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Grey*1 Pair\"}]},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Thu, Apr 10\", \"selected\": true, \"options\": []},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"32GB (2x16GB)\"}, {\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"}, {\"Color\": \"Silver\"}]}],\n\"saved_items\": [{\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"B0DVZSG8D5\", \"options\": []},\n{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:17:00.105Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:17:00.105Z
|
input
|
64g ddr5 6000 c28
|
rule
|
train
| 937 |
2025-04-08T02:17:00.105Z
|
input
|
64g ddr5 6000 c28
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "ARCTIC EAGLE Anti Static Wrist Strap, 11\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\" to 8.5\". [Regular Size]", "asin": "B08CXQN86W", "price": "$5.39", "quantity": ""},
{"title": "ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\u00ae 5.0, Q-Release Slim, USB4\u00ae, AI OCing & Networking", "asin": "B0DF12WKQY", "price": "$276.00", "quantity": ""},
{"title": "AMD Ryzen 7 7800X3D 8-Core, 16-Thread Desktop Processor", "asin": "B0BTZB7F88", "price": "$409.00", "quantity": ""},
{"title": "STREBITO Anti Static Wrist Strap, 11\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair", "asin": "B0BF5JKZ2F", "price": "$5.09", "quantity": ""},
{"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$299.99", "quantity": ""},
{"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "B07L9BDY3T", "price": "$6.99", "quantity": ""},
{"title": "CORSAIR VENGEANCE RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL36-44-44-96 1.35V Intel XMP Desktop Computer Memory - Black (CMH32GX5M2E6000C36)", "asin": "B0BZHTVHN5", "price": "$92.99", "quantity": ""},
{"title": "GIGABYTE X870 AORUS Elite WIFI7 ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty", "asin": "B0DGVGRVLQ", "price": "$289.99", "quantity": ""},
{"title": "Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop", "asin": "B07KQ1T158", "price": "$7.88", "quantity": ""},
{"title": "AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor", "asin": "B0DKFMSMYK", "price": "$479.00", "quantity": ""},
{"title": "JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch", "asin": "B09PY8WQHJ", "price": "$10.99", "quantity": ""},
{"title": "Thermal Grizzly Kryonaut - 1 Gram - Extremly High Performance Thermal Paste - for Demanding Applications and Overclocking CPU/GPU/PS4/PS5/Xbox", "asin": "B011F7W3LU", "price": "$9.99", "quantity": ""},
{"title": "Thermalright Peerless Assassin 120 SE CPU Cooler, 6 Heat Pipes AGHP Technology, Dual 120mm PWM Fans, 1550RPM Speed, for AMD:AM4 AM5/Intel LGA 1700/1150/1151/1200/1851,PC Cooler", "asin": "B09LGY38L4", "price": "$34.90", "quantity": ""},
{"title": "WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E", "asin": "B0B7CMZ3QH", "price": "$147.12", "quantity": ""},
{"title": "SAMSUNG 990 PRO w/ Heatsink SSD 2TB, PCIe Gen4 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up To 7,450MB/s for High End Computing, Workstations, Compatible w/ PlayStation 5, MZ-V9P2T0CW", "asin": "B0BHJDY57J", "price": "$164.99", "quantity": ""},
{"title": "AMD Ryzen 7 7700X 8-Core, 16-Thread Unlocked Desktop Processor", "asin": "B0BBHHT8LY", "price": "$318.99", "quantity": ""},
{"title": "", "asin": "B0C9DPWRZ3", "price": "$115.19", "quantity": ""},
{"title": "", "asin": "B0D2KHFC8Y", "price": "$75.99", "quantity": ""},
{"title": "", "asin": "B0D7L5VQFF", "price": "$129.99", "quantity": ""},
{"title": "", "asin": "B0DLMBH41K", "price": "$38.99", "quantity": ""},
{"title": "", "asin": "B0DWSL5BB1", "price": "$79.90", "quantity": ""},
{"title": "", "asin": "B0DTBTBP9C", "price": "$59.99", "quantity": ""},
{"title": "", "asin": "B0DP26Y252", "price": "$125.99", "quantity": ""},
{"title": "", "asin": "B0BRQB319K", "price": "$33.99", "quantity": ""},
{"title": "Vital Essentials Freeze Dried Raw Single Ingredient Dog Treats, Beef Liver, 15 oz | Premium Quality High Protein Training Treats | Grain Free, Gluten Free, Filler Free", "asin": "B0CLYL61KP", "price": "$32.99", "quantity": ""},
{"title": "Woofley's - Esophagus Stick (1 Pound)- Gullet Sticks for Dogs - Safe Jerky Dog Chews -Easily Digestible Dog Jerky Bully Sticks", "asin": "B0DJHB2HNL", "price": "$19.99", "quantity": ""},
{"title": "Pawstruck Natural Large Collagen Stick Springs for Dogs - Vet-Approved Long Lasting Alternative to Traditional Rawhide & Bully Sticks with Glucosamine & Chondroitin - 4 Pack - Packaging May Vary", "asin": "B0C9JSLY9Q", "price": "$19.99", "quantity": ""},
{"title": "Pet Factory CareChewz Collagen 6-7\" Skinny Braided Sticks Dog Chew Treats - Natural Flavor, 5 Count/1 Pack", "asin": "B07NT4K58Y", "price": "$10.74", "quantity": ""},
{"title": "Natural Farm Power Fish Sticks Dog Chews (6\u201d, 5-Pack), 2-in-1 Power Chews: Premium Beef Cheek Wrapped in Crunchy Tilapia Skin, Rich in Omega 3s, Long Lasting Protein Chew with Health Benefits", "asin": "B0CNVSJJMN", "price": "$18.99", "quantity": ""},
{"title": "Premium Beef Cheek Rolls for Dogs 5-7\" - (3-Pack), Peanut Butter Flavored Long Lasting, Safe & Natural Rawhide Alternative Chews, Ideal for Large Dogs & Aggressive Chewers, Supports Dental Health", "asin": "B0D1211QBY", "price": "$15.79", "quantity": ""},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UD", "asin": "", "quantity": ""},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "", "quantity": ""},
{"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 ", "asin": "", "quantity": ""},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to", "asin": "", "quantity": ""},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4,", "asin": "", "quantity": ""},
{"title": "CORSAIR HX1200i Fully Modular Ultra-Low Noise ATX Power Supply - ATX 3.0 & PCIe 5.0 Compliant - Fluid Dynamic Bearing Fan - C", "asin": "", "quantity": ""}],
"active_items": [{"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", "delivery": "Eligible for FREE international delivery", "quantity": "1", "selected": true, "options": [{"Size": "1200W"}, {"Style": "Platinum"}, {"Color": "Black"}]},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "delivery": "One-Day FREE delivery Tomorrow, Apr 8 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "990 PRO"}, {"Capacity": "2TB"}]},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "delivery": "$17.24 delivery Wed, Apr 16", "quantity": "1", "selected": true, "options": [{"Model": "ACFRE00180A"}]},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "delivery": "Two-Day FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Large"}, {"Color": "Grey*1 Pair"}]},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "delivery": "Two-Day FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "delivery": "Delivery Thu, Apr 10", "selected": true, "options": []},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "delivery": "One-Day FREE delivery Tomorrow, Apr 8 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "32GB (2x16GB)"}, {"Style": "DDR5-6000 28-36-36-96 1.40V"}, {"Color": "Silver"}]}],
"saved_items": [{"title": "AMD Ryzen 9 9950X3D 16-Core Processor", "asin": "B0DVZSG8D5", "options": []},
{"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "options": [{"Style": "Labels"}]},
{"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:17:00.105Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:17:00.105Z\",\"action\": \"input\",\"acion_argument\": \"64g ddr5 6000 c28\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:17:00.105Z\",\"action\": \"input\",\"acion_argument\": \"64g ddr5 6000 c28\",}</answer>",
"index": 937,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"ARCTIC EAGLE Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"B08CXQN86W\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\\u00ae 5.0, Q-Release Slim, USB4\\u00ae, AI OCing & Networking\", \"asin\": \"B0DF12WKQY\", \"price\": \"$276.00\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 7 7800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0BTZB7F88\", \"price\": \"$409.00\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR VENGEANCE RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL36-44-44-96 1.35V Intel XMP Desktop Computer Memory - Black (CMH32GX5M2E6000C36)\", \"asin\": \"B0BZHTVHN5\", \"price\": \"$92.99\", \"quantity\": \"\"},\n{\"title\": \"GIGABYTE X870 AORUS Elite WIFI7 ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty\", \"asin\": \"B0DGVGRVLQ\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop\", \"asin\": \"B07KQ1T158\", \"price\": \"$7.88\", \"quantity\": \"\"},\n{\"title\": \"AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0DKFMSMYK\", \"price\": \"$479.00\", \"quantity\": \"\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"B09PY8WQHJ\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Thermal Grizzly Kryonaut - 1 Gram - Extremly High Performance Thermal Paste - for Demanding Applications and Overclocking CPU/GPU/PS4/PS5/Xbox\", \"asin\": \"B011F7W3LU\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Thermalright Peerless Assassin 120 SE CPU Cooler, 6 Heat Pipes AGHP Technology, Dual 120mm PWM Fans, 1550RPM Speed, for AMD:AM4 AM5/Intel LGA 1700/1150/1151/1200/1851,PC Cooler\", \"asin\": \"B09LGY38L4\", \"price\": \"$34.90\", \"quantity\": \"\"},\n{\"title\": \"WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E\", \"asin\": \"B0B7CMZ3QH\", \"price\": \"$147.12\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO w/ Heatsink SSD 2TB, PCIe Gen4 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up To 7,450MB/s for High End Computing, Workstations, Compatible w/ PlayStation 5, MZ-V9P2T0CW\", \"asin\": \"B0BHJDY57J\", \"price\": \"$164.99\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 7 7700X 8-Core, 16-Thread Unlocked Desktop Processor\", \"asin\": \"B0BBHHT8LY\", \"price\": \"$318.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0C9DPWRZ3\", \"price\": \"$115.19\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D2KHFC8Y\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D7L5VQFF\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DLMBH41K\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DWSL5BB1\", \"price\": \"$79.90\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DTBTBP9C\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DP26Y252\", \"price\": \"$125.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BRQB319K\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Vital Essentials Freeze Dried Raw Single Ingredient Dog Treats, Beef Liver, 15 oz | Premium Quality High Protein Training Treats | Grain Free, Gluten Free, Filler Free\", \"asin\": \"B0CLYL61KP\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Woofley's - Esophagus Stick (1 Pound)- Gullet Sticks for Dogs - Safe Jerky Dog Chews -Easily Digestible Dog Jerky Bully Sticks\", \"asin\": \"B0DJHB2HNL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Pawstruck Natural Large Collagen Stick Springs for Dogs - Vet-Approved Long Lasting Alternative to Traditional Rawhide & Bully Sticks with Glucosamine & Chondroitin - 4 Pack - Packaging May Vary\", \"asin\": \"B0C9JSLY9Q\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Pet Factory CareChewz Collagen 6-7\\\" Skinny Braided Sticks Dog Chew Treats - Natural Flavor, 5 Count/1 Pack\", \"asin\": \"B07NT4K58Y\", \"price\": \"$10.74\", \"quantity\": \"\"},\n{\"title\": \"Natural Farm Power Fish Sticks Dog Chews (6\\u201d, 5-Pack), 2-in-1 Power Chews: Premium Beef Cheek Wrapped in Crunchy Tilapia Skin, Rich in Omega 3s, Long Lasting Protein Chew with Health Benefits\", \"asin\": \"B0CNVSJJMN\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Premium Beef Cheek Rolls for Dogs 5-7\\\" - (3-Pack), Peanut Butter Flavored Long Lasting, Safe & Natural Rawhide Alternative Chews, Ideal for Large Dogs & Aggressive Chewers, Supports Dental Health\", \"asin\": \"B0D1211QBY\", \"price\": \"$15.79\", \"quantity\": \"\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UD\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"\", \"quantity\": \"\"},\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 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4,\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR HX1200i Fully Modular Ultra-Low Noise ATX Power Supply - ATX 3.0 & PCIe 5.0 Compliant - Fluid Dynamic Bearing Fan - C\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"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\", \"delivery\": \"Eligible for FREE international delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"1200W\"}, {\"Style\": \"Platinum\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"990 PRO\"}, {\"Capacity\": \"2TB\"}]},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"delivery\": \"$17.24 delivery Wed, Apr 16\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Model\": \"ACFRE00180A\"}]},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Grey*1 Pair\"}]},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Thu, Apr 10\", \"selected\": true, \"options\": []},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"32GB (2x16GB)\"}, {\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"}, {\"Color\": \"Silver\"}]}],\n\"saved_items\": [{\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"B0DVZSG8D5\", \"options\": []},\n{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:17:00.105Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"64g ddr5 6000 c28\"}],\n\"promotion_items\": [{\"title\": \"ARCTIC EAGLE Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"B08CXQN86W\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\\u00ae 5.0, Q-Release Slim, USB4\\u00ae, AI OCing & Networking\", \"asin\": \"B0DF12WKQY\", \"price\": \"$276.00\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 7 7800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0BTZB7F88\", \"price\": \"$409.00\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR VENGEANCE RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL36-44-44-96 1.35V Intel XMP Desktop Computer Memory - Black (CMH32GX5M2E6000C36)\", \"asin\": \"B0BZHTVHN5\", \"price\": \"$92.99\", \"quantity\": \"\"},\n{\"title\": \"GIGABYTE X870 AORUS Elite WIFI7 ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty\", \"asin\": \"B0DGVGRVLQ\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop\", \"asin\": \"B07KQ1T158\", \"price\": \"$7.88\", \"quantity\": \"\"},\n{\"title\": \"AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0DKFMSMYK\", \"price\": \"$479.00\", \"quantity\": \"\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"B09PY8WQHJ\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Thermal Grizzly Kryonaut - 1 Gram - Extremly High Performance Thermal Paste - for Demanding Applications and Overclocking CPU/GPU/PS4/PS5/Xbox\", \"asin\": \"B011F7W3LU\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Thermalright Peerless Assassin 120 SE CPU Cooler, 6 Heat Pipes AGHP Technology, Dual 120mm PWM Fans, 1550RPM Speed, for AMD:AM4 AM5/Intel LGA 1700/1150/1151/1200/1851,PC Cooler\", \"asin\": \"B09LGY38L4\", \"price\": \"$34.90\", \"quantity\": \"\"},\n{\"title\": \"WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E\", \"asin\": \"B0B7CMZ3QH\", \"price\": \"$147.12\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO w/ Heatsink SSD 2TB, PCIe Gen4 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up To 7,450MB/s for High End Computing, Workstations, Compatible w/ PlayStation 5, MZ-V9P2T0CW\", \"asin\": \"B0BHJDY57J\", \"price\": \"$164.99\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 7 7700X 8-Core, 16-Thread Unlocked Desktop Processor\", \"asin\": \"B0BBHHT8LY\", \"price\": \"$318.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0C9DPWRZ3\", \"price\": \"$115.19\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D2KHFC8Y\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D7L5VQFF\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DLMBH41K\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DWSL5BB1\", \"price\": \"$79.90\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DTBTBP9C\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DP26Y252\", \"price\": \"$125.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BRQB319K\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Vital Essentials Freeze Dried Raw Single Ingredient Dog Treats, Beef Liver, 15 oz | Premium Quality High Protein Training Treats | Grain Free, Gluten Free, Filler Free\", \"asin\": \"B0CLYL61KP\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Woofley's - Esophagus Stick (1 Pound)- Gullet Sticks for Dogs - Safe Jerky Dog Chews -Easily Digestible Dog Jerky Bully Sticks\", \"asin\": \"B0DJHB2HNL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Pawstruck Natural Large Collagen Stick Springs for Dogs - Vet-Approved Long Lasting Alternative to Traditional Rawhide & Bully Sticks with Glucosamine & Chondroitin - 4 Pack - Packaging May Vary\", \"asin\": \"B0C9JSLY9Q\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Pet Factory CareChewz Collagen 6-7\\\" Skinny Braided Sticks Dog Chew Treats - Natural Flavor, 5 Count/1 Pack\", \"asin\": \"B07NT4K58Y\", \"price\": \"$10.74\", \"quantity\": \"\"},\n{\"title\": \"Natural Farm Power Fish Sticks Dog Chews (6\\u201d, 5-Pack), 2-in-1 Power Chews: Premium Beef Cheek Wrapped in Crunchy Tilapia Skin, Rich in Omega 3s, Long Lasting Protein Chew with Health Benefits\", \"asin\": \"B0CNVSJJMN\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Premium Beef Cheek Rolls for Dogs 5-7\\\" - (3-Pack), Peanut Butter Flavored Long Lasting, Safe & Natural Rawhide Alternative Chews, Ideal for Large Dogs & Aggressive Chewers, Supports Dental Health\", \"asin\": \"B0D1211QBY\", \"price\": \"$15.79\", \"quantity\": \"\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UD\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"\", \"quantity\": \"\"},\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 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4,\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR HX1200i Fully Modular Ultra-Low Noise ATX Power Supply - ATX 3.0 & PCIe 5.0 Compliant - Fluid Dynamic Bearing Fan - C\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"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\", \"delivery\": \"Eligible for FREE international delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"1200W\"}, {\"Style\": \"Platinum\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"990 PRO\"}, {\"Capacity\": \"2TB\"}]},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"delivery\": \"$17.24 delivery Wed, Apr 16\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Model\": \"ACFRE00180A\"}]},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Grey*1 Pair\"}]},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Thu, Apr 10\", \"selected\": true, \"options\": []},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"32GB (2x16GB)\"}, {\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"}, {\"Color\": \"Silver\"}]}],\n\"saved_items\": [{\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"B0DVZSG8D5\", \"options\": []},\n{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:17:00.261Z\", // 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
|
2025-04-08T02:17:00.261Z
|
click
|
search
|
rule
|
train
| 938 |
2025-04-08T02:17:00.261Z
|
click
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search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "64g ddr5 6000 c28"}],
"promotion_items": [{"title": "ARCTIC EAGLE Anti Static Wrist Strap, 11\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\" to 8.5\". [Regular Size]", "asin": "B08CXQN86W", "price": "$5.39", "quantity": ""},
{"title": "ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\u00ae 5.0, Q-Release Slim, USB4\u00ae, AI OCing & Networking", "asin": "B0DF12WKQY", "price": "$276.00", "quantity": ""},
{"title": "AMD Ryzen 7 7800X3D 8-Core, 16-Thread Desktop Processor", "asin": "B0BTZB7F88", "price": "$409.00", "quantity": ""},
{"title": "STREBITO Anti Static Wrist Strap, 11\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair", "asin": "B0BF5JKZ2F", "price": "$5.09", "quantity": ""},
{"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$299.99", "quantity": ""},
{"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "B07L9BDY3T", "price": "$6.99", "quantity": ""},
{"title": "CORSAIR VENGEANCE RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL36-44-44-96 1.35V Intel XMP Desktop Computer Memory - Black (CMH32GX5M2E6000C36)", "asin": "B0BZHTVHN5", "price": "$92.99", "quantity": ""},
{"title": "GIGABYTE X870 AORUS Elite WIFI7 ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty", "asin": "B0DGVGRVLQ", "price": "$289.99", "quantity": ""},
{"title": "Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop", "asin": "B07KQ1T158", "price": "$7.88", "quantity": ""},
{"title": "AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor", "asin": "B0DKFMSMYK", "price": "$479.00", "quantity": ""},
{"title": "JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch", "asin": "B09PY8WQHJ", "price": "$10.99", "quantity": ""},
{"title": "Thermal Grizzly Kryonaut - 1 Gram - Extremly High Performance Thermal Paste - for Demanding Applications and Overclocking CPU/GPU/PS4/PS5/Xbox", "asin": "B011F7W3LU", "price": "$9.99", "quantity": ""},
{"title": "Thermalright Peerless Assassin 120 SE CPU Cooler, 6 Heat Pipes AGHP Technology, Dual 120mm PWM Fans, 1550RPM Speed, for AMD:AM4 AM5/Intel LGA 1700/1150/1151/1200/1851,PC Cooler", "asin": "B09LGY38L4", "price": "$34.90", "quantity": ""},
{"title": "WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E", "asin": "B0B7CMZ3QH", "price": "$147.12", "quantity": ""},
{"title": "SAMSUNG 990 PRO w/ Heatsink SSD 2TB, PCIe Gen4 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up To 7,450MB/s for High End Computing, Workstations, Compatible w/ PlayStation 5, MZ-V9P2T0CW", "asin": "B0BHJDY57J", "price": "$164.99", "quantity": ""},
{"title": "AMD Ryzen 7 7700X 8-Core, 16-Thread Unlocked Desktop Processor", "asin": "B0BBHHT8LY", "price": "$318.99", "quantity": ""},
{"title": "", "asin": "B0C9DPWRZ3", "price": "$115.19", "quantity": ""},
{"title": "", "asin": "B0D2KHFC8Y", "price": "$75.99", "quantity": ""},
{"title": "", "asin": "B0D7L5VQFF", "price": "$129.99", "quantity": ""},
{"title": "", "asin": "B0DLMBH41K", "price": "$38.99", "quantity": ""},
{"title": "", "asin": "B0DWSL5BB1", "price": "$79.90", "quantity": ""},
{"title": "", "asin": "B0DTBTBP9C", "price": "$59.99", "quantity": ""},
{"title": "", "asin": "B0DP26Y252", "price": "$125.99", "quantity": ""},
{"title": "", "asin": "B0BRQB319K", "price": "$33.99", "quantity": ""},
{"title": "Vital Essentials Freeze Dried Raw Single Ingredient Dog Treats, Beef Liver, 15 oz | Premium Quality High Protein Training Treats | Grain Free, Gluten Free, Filler Free", "asin": "B0CLYL61KP", "price": "$32.99", "quantity": ""},
{"title": "Woofley's - Esophagus Stick (1 Pound)- Gullet Sticks for Dogs - Safe Jerky Dog Chews -Easily Digestible Dog Jerky Bully Sticks", "asin": "B0DJHB2HNL", "price": "$19.99", "quantity": ""},
{"title": "Pawstruck Natural Large Collagen Stick Springs for Dogs - Vet-Approved Long Lasting Alternative to Traditional Rawhide & Bully Sticks with Glucosamine & Chondroitin - 4 Pack - Packaging May Vary", "asin": "B0C9JSLY9Q", "price": "$19.99", "quantity": ""},
{"title": "Pet Factory CareChewz Collagen 6-7\" Skinny Braided Sticks Dog Chew Treats - Natural Flavor, 5 Count/1 Pack", "asin": "B07NT4K58Y", "price": "$10.74", "quantity": ""},
{"title": "Natural Farm Power Fish Sticks Dog Chews (6\u201d, 5-Pack), 2-in-1 Power Chews: Premium Beef Cheek Wrapped in Crunchy Tilapia Skin, Rich in Omega 3s, Long Lasting Protein Chew with Health Benefits", "asin": "B0CNVSJJMN", "price": "$18.99", "quantity": ""},
{"title": "Premium Beef Cheek Rolls for Dogs 5-7\" - (3-Pack), Peanut Butter Flavored Long Lasting, Safe & Natural Rawhide Alternative Chews, Ideal for Large Dogs & Aggressive Chewers, Supports Dental Health", "asin": "B0D1211QBY", "price": "$15.79", "quantity": ""},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UD", "asin": "", "quantity": ""},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "", "quantity": ""},
{"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 ", "asin": "", "quantity": ""},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to", "asin": "", "quantity": ""},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4,", "asin": "", "quantity": ""},
{"title": "CORSAIR HX1200i Fully Modular Ultra-Low Noise ATX Power Supply - ATX 3.0 & PCIe 5.0 Compliant - Fluid Dynamic Bearing Fan - C", "asin": "", "quantity": ""}],
"active_items": [{"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", "delivery": "Eligible for FREE international delivery", "quantity": "1", "selected": true, "options": [{"Size": "1200W"}, {"Style": "Platinum"}, {"Color": "Black"}]},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "delivery": "One-Day FREE delivery Tomorrow, Apr 8 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "990 PRO"}, {"Capacity": "2TB"}]},
{"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "delivery": "$17.24 delivery Wed, Apr 16", "quantity": "1", "selected": true, "options": [{"Model": "ACFRE00180A"}]},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "delivery": "Two-Day FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Large"}, {"Color": "Grey*1 Pair"}]},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "delivery": "Two-Day FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "delivery": "Delivery Thu, Apr 10", "selected": true, "options": []},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "delivery": "One-Day FREE delivery Tomorrow, Apr 8 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "32GB (2x16GB)"}, {"Style": "DDR5-6000 28-36-36-96 1.40V"}, {"Color": "Silver"}]}],
"saved_items": [{"title": "AMD Ryzen 9 9950X3D 16-Core Processor", "asin": "B0DVZSG8D5", "options": []},
{"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "options": [{"Style": "Labels"}]},
{"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:17:00.261Z", // 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\": \"2025-04-08T02:17:00.261Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:17:00.261Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 938,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"64g ddr5 6000 c28\"}],\n\"promotion_items\": [{\"title\": \"ARCTIC EAGLE Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"B08CXQN86W\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\\u00ae 5.0, Q-Release Slim, USB4\\u00ae, AI OCing & Networking\", \"asin\": \"B0DF12WKQY\", \"price\": \"$276.00\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 7 7800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0BTZB7F88\", \"price\": \"$409.00\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. 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X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"990 PRO\"}, {\"Capacity\": \"2TB\"}]},\n{\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"delivery\": \"$17.24 delivery Wed, Apr 16\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Model\": \"ACFRE00180A\"}]},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Grey*1 Pair\"}]},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Thu, Apr 10\", \"selected\": true, \"options\": []},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"32GB (2x16GB)\"}, {\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"}, {\"Color\": \"Silver\"}]}],\n\"saved_items\": [{\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"B0DVZSG8D5\", \"options\": []},\n{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:17:00.261Z\", // 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{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"64g ddr5 6000 c28\"}],\n\"cart_items\": [{\"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0F1RKXGXZ\"},\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)\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"}],\n\"product_options\": [{\"Size\": \"64GB (2x 32GB)\"},\n{\"Color\": \"Black\"},\n{\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:19:08.786Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:19:08.786Z
|
purchase
|
B0F1RKXGXZ
|
rule
|
train
| 939 |
2025-04-08T02:19:08.786Z
|
purchase
|
B0F1RKXGXZ
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"}
{"timestamp": "2025-04-06T04:19:06.927Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"}
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "64g ddr5 6000 c28"}],
"cart_items": [{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0F1RKXGXZ"},
{"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)"},
{"price": "$229.99"},
{"bullet_list": "G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure."}],
"product_options": [{"Size": "64GB (2x 32GB)"},
{"Color": "Black"},
{"Style": "DDR5-6000 CL28-36-36-96 1.40V"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:19:08.786Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:19:08.786Z\",\"action\": \"purchase\",\"acion_argument\": \"B0F1RKXGXZ\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:19:08.786Z\",\"action\": \"purchase\",\"acion_argument\": \"B0F1RKXGXZ\",}</answer>",
"index": 939,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:06.927Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"64g ddr5 6000 c28\"}],\n\"cart_items\": [{\"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0F1RKXGXZ\"},\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)\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"}],\n\"product_options\": [{\"Size\": \"64GB (2x 32GB)\"},\n{\"Color\": \"Black\"},\n{\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:19:08.786Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Addlink D60 960GB M.2 2280 High Endurance Enterprise NAS Internal SSD for Business Server Data Center, PCIe Gen4X4 NVMe 1.4 3D eTLC, Up to 6,000 MB/s, Durability of up to 1,900 TBW (ad960GBD60M2P)\", \"asin\": \"B0D9NCT27K\", \"price\": \"$139.44\", \"quantity\": \"\"},\n{\"title\": \"POWIN PPG-42G1 PCIE GEN4x4 NVMe 512GB SSD M.2 2280, Internal Solid State Drive, Speeds Up to 6,400MB/s, Upgrade Storage for PC Computer, Laptop, Game Console, Gaming Computer, Esports Gaming PC\", \"asin\": \"B0CZ7JD3NR\", \"price\": \"$50.96\", \"quantity\": \"\"},\n{\"title\": \"Scotch Performance Masking Tape 233+ 26340, 48 mm x 55 m, 12 rolls per case\", \"asin\": \"B0000AY238\", \"price\": \"$122.99\", \"quantity\": \"\"},\n{\"title\": \"ACASIS 40Gbps M.2 NVMe SSD Enclosure with Cooling Fan, Tool Free Installation, TBU 401 Pro for M1 M2 Pro/Max, Compatible with USB4/3.2/3.1/3.0/2.0, Support SSD Size 2280 B+M M-Key (SSD Not Include)\", \"asin\": \"B0CSFFMQWF\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\", \"asin\": \"B09C6DQDNT\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"PCCOOLER CPS RZ820 CPU Cooler, 290W Dual Tower CPU Air Cooler, 8 HeatPipes CPU Cooling CPU Fan System with Three Modes PWM Silent Fans, Air Cooler for Intel LGA 1851/1700/1200/115X/20XX,AMD AM4/AM5,BK\", \"asin\": \"B07NW8KWKW\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"OLOy DDR5 RAM 64GB (2x32GB) Black Hairline Blade RGB 6000 MHz CL32 1.35V Gaming UDIMM (MD5U3260320BRKDA)\", \"asin\": \"B0DQ14HW79\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"OLOy DDR5 RAM 48GB (2x24GB) Black Hairline Blade RGB 6800 MHz CL34 1.35V Gaming UDIMM for Intel (MD5U2468346IRKDA)\", \"asin\": \"B0D86P9JKH\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SABRENT Rocket 4 2TB PCIe 4.0 NVMe SSD \\u2013 7400MB/s Read, 6400MB/s Write, Gen4 SSD for Desktops, Laptops, and PS5, High-Speed Performance with Low Heat, for Gaming and System Builders (SB-RKT4L-2TB)\", \"asin\": \"B0CZJX3XFP\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"NZXT Internal USB Hub 3 - AC-IUSBH-M3 - 4 Internal USB 2.0 Ports - 3M Dual Lock Tapes - Magnetic Body - Plug and Play\", \"asin\": \"\", \"price\": \"$27.06\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-6 (4 g, incl. 6 MX Cleaner) - Ultimate Performance Thermal Paste for CPU, Consoles, Graphics Cards, laptops, Very high Thermal Conductivity, Long Durability, Non-Conductive\", \"asin\": \"\", \"price\": \"$12.79\", \"quantity\": \"\"},\n{\"title\": \"iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair\", \"asin\": \"\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop\", \"asin\": \"\", \"price\": \"$7.88\", \"quantity\": \"\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Cooler Master Hyper 212 Black CPU Air Cooler, SickleFlow 120 Edge PWM Fan, Aluminum Top Cover, 4 Copper Heat Pipes, 152mm Tall, AMD Ryzen AM5/AM4, Intel LGA 1851/1700/1200 Brackets\", \"asin\": \"\", \"price\": \"$29.49\", \"quantity\": \"\"},\n{\"title\": \"WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\\u201d x 12\\u201d Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Intel\\u00ae CoreTM i9-14900K New Gaming Desktop Processor 24 (8 P-cores + 16 E-cores) with Integrated Graphics - Unlocked\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR VENGEANCE RGB DDR5 RAM 64GB (2x32GB) 6000MHz CL30 Intel XMP iCUE Compatible Computer Memory - Black (CMH64GX5M2B6000C30)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen\\u2122 7 9700X 8-Core, 16-Thread Unlocked Desktop Processor\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR Vengeance DDR5 RAM 32GB (2x16GB) 6000MHz CL30-36-36-76 1.40V Intel XMP Desktop Computer Memory - Black (CMK32GX5M2B6000C30)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC P12 PWM PST (5 Pack) - 120 mm Case Fan, PWM Sharing Technology (PST), Pressure-optimised, Quiet Motor, Computer, 200-1800 RPM - Black\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-P12 redux-1700 PWM, High Performance Cooling Fan, 4-Pin, 1700 RPM (120mm, Grey)\", \"asin\": \"\", \"price\": \"$15.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A14 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (140mm, Black)\", \"asin\": \"\", \"price\": \"$26.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-F12 iPPC 3000 PWM, Heavy Duty Cooling Fan, 4-Pin, 3000 RPM (120mm, Black)\", \"asin\": \"\", \"price\": \"$27.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A14 PWM, Premium Quiet Fan, 4-Pin (140mm, Brown)\", \"asin\": \"\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A14 iPPC-3000 PWM, Heavy Duty Cooling Fan, 4-Pin, 3000 RPM (140mm, Black)\", \"asin\": \"\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A14x25 G2 PWM, Premium-Quality Quiet 140mm PC Fan, 4-pin (Brown)\", \"asin\": \"\", \"price\": \"$39.90\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-F12 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\", \"asin\": \"\", \"price\": \"$24.75\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A14x25 G2 PWM Sx2-PP, Dual Fan Set for Push-Pull and Side-by-Side Applications (Brown)\", \"asin\": \"\", \"price\": \"$76.90\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15, Premium CPU Cooler with 2X NF-A15 PWM 140mm Fans (Brown)\", \"asin\": \"\", \"price\": \"$109.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A12x15 PWM chromax.Black.swap, Premium Quiet Slim Fan, 4-Pin (120x15mm, Black)\", \"asin\": \"\", \"price\": \"$26.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15 G2, Dual Tower CPU Cooler, Standard All-Round Version Recommended for AMD AM5 and Intel LGA1851 / LGA1700 (Brown)\", \"asin\": \"\", \"price\": \"$149.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NA-SEC1, 4-Pin Extension Cables (30cm, Black)\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\\u201d Color LCD\", \"asin\": \"\", \"price\": \"$257.99\", \"quantity\": \"\"},\n{\"title\": \"Crucial T500 2TB Gen4 NVMe M.2 Internal Gaming SSD, Up to 7400MB/s, Laptop & Desktop Compatible + 1mo Adobe CC All Apps - CT2000T500SSD8\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Sabrent USB 3.2 Type-C Tool-Free Enclosure for M.2 PCIe NVMe and SATA SSDs (EC-SNVE)\", \"asin\": \"\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"SSK M.2 NVME SATA SSD Enclosure Adapter, USB 3.2 Gen 2 (10 Gbps) to NVME PCI-E SATA M-Key/(B+M) Key Solid State Drive External Enclosure Aluminum Support UASP Trim for SSDs 2242/2260/2280\", \"asin\": \"\", \"price\": \"$15.96\", \"quantity\": \"\"},\n{\"title\": \"Crucial T705 1TB PCIe Gen5 NVMe M.2 SSD - Up to 13,600 MB/s - Game Ready - Internal Solid State Drive (PC) - +1mo Adobe CC - CT1000T705SSD3\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 970 EVO Plus SSD 2TB - M.2 NVMe Interface Internal Solid State Drive with V-NAND Technology (MZ-V7S2T0B/AM)\", \"asin\": \"\", \"price\": \"$178.90\", \"quantity\": \"\"},\n{\"title\": \"Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106\", \"asin\": \"\", \"price\": \"$125.99\", \"quantity\": \"\"},\n{\"title\": \"Lexar 2TB NM790 SSD PCIe Gen4 NVMe M.2 2280 Internal Solid State Drive, Up to 7400/6500 MB/s Read/Write, Compatible with PS5, for Gamers and Creators, Black (LNM790X002T-RNNNU)\", \"asin\": \"\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\", \"asin\": \"\", \"price\": \"$114.99\", \"quantity\": \"\"},\n{\"title\": \"MSI MAG X870 Tomahawk WiFi Gaming Motherboard (AMD Ryzen 9000/8000/7000 Series Processors, AM5, DDR5, PCIe 5.0, M.2 Gen5, SATA 6Gb/s, USB 40Gbps, HDMI/DP, Wi-Fi 7, Bluetooth 5.4, 5Gbps LAN, ATX)\", \"asin\": \"\", \"price\": \"$283.85\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen\\u2122 9 9950X 16-Core, 32-Thread Unlocked Desktop Processor\", \"asin\": \"\", \"price\": \"$548.88\", \"quantity\": \"\"},\n{\"title\": \"ORICO 2TB NVMe SSD PCIe 4.0- Up to 7000MB/s, M.2 SSD 2280 PCIe 4.0X4 Internal Solid State Drive SSD, Fast Heat Dissipation, Compatible with macOS Windows for Gamers and Creators-O7000 (2TB)\", \"asin\": \"\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR VENGEANCE RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL36-44-44-96 1.35V Intel XMP Desktop Computer Memory - Black (CMH32GX5M2E6000C36)\", \"asin\": \"\", \"price\": \"$92.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\\u00ae 5.0, Q-Release Slim, USB4\\u00ae, AI OCing & Networking\", \"asin\": \"\", \"price\": \"$276.00\", \"quantity\": \"\"},\n{\"title\": \"Silicon Power 2TB NVMe M.2 PCIe Gen3x4 2280 SSD Solid State Drive (SP002TBP34A60M28)\", \"asin\": \"\", \"price\": \"$97.97\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:19:31.772Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:19:31.772Z
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click
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cart_side_bar
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rule
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train
| 940 |
2025-04-08T02:19:31.772Z
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click
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cart_side_bar
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "Addlink D60 960GB M.2 2280 High Endurance Enterprise NAS Internal SSD for Business Server Data Center, PCIe Gen4X4 NVMe 1.4 3D eTLC, Up to 6,000 MB/s, Durability of up to 1,900 TBW (ad960GBD60M2P)", "asin": "B0D9NCT27K", "price": "$139.44", "quantity": ""},
{"title": "POWIN PPG-42G1 PCIE GEN4x4 NVMe 512GB SSD M.2 2280, Internal Solid State Drive, Speeds Up to 6,400MB/s, Upgrade Storage for PC Computer, Laptop, Game Console, Gaming Computer, Esports Gaming PC", "asin": "B0CZ7JD3NR", "price": "$50.96", "quantity": ""},
{"title": "Scotch Performance Masking Tape 233+ 26340, 48 mm x 55 m, 12 rolls per case", "asin": "B0000AY238", "price": "$122.99", "quantity": ""},
{"title": "ACASIS 40Gbps M.2 NVMe SSD Enclosure with Cooling Fan, Tool Free Installation, TBU 401 Pro for M1 M2 Pro/Max, Compatible with USB4/3.2/3.1/3.0/2.0, Support SSD Size 2280 B+M M-Key (SSD Not Include)", "asin": "B0CSFFMQWF", "price": "$93.49", "quantity": ""},
{"title": "Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)", "asin": "B09C6DQDNT", "price": "$34.95", "quantity": ""},
{"title": "PCCOOLER CPS RZ820 CPU Cooler, 290W Dual Tower CPU Air Cooler, 8 HeatPipes CPU Cooling CPU Fan System with Three Modes PWM Silent Fans, Air Cooler for Intel LGA 1851/1700/1200/115X/20XX,AMD AM4/AM5,BK", "asin": "B07NW8KWKW", "price": "$129.99", "quantity": ""},
{"title": "OLOy DDR5 RAM 64GB (2x32GB) Black Hairline Blade RGB 6000 MHz CL32 1.35V Gaming UDIMM (MD5U3260320BRKDA)", "asin": "B0DQ14HW79", "price": "", "quantity": ""},
{"title": "OLOy DDR5 RAM 48GB (2x24GB) Black Hairline Blade RGB 6800 MHz CL34 1.35V Gaming UDIMM for Intel (MD5U2468346IRKDA)", "asin": "B0D86P9JKH", "price": "", "quantity": ""},
{"title": "SABRENT Rocket 4 2TB PCIe 4.0 NVMe SSD \u2013 7400MB/s Read, 6400MB/s Write, Gen4 SSD for Desktops, Laptops, and PS5, High-Speed Performance with Low Heat, for Gaming and System Builders (SB-RKT4L-2TB)", "asin": "B0CZJX3XFP", "price": "", "quantity": ""},
{"title": "NZXT Internal USB Hub 3 - AC-IUSBH-M3 - 4 Internal USB 2.0 Ports - 3M Dual Lock Tapes - Magnetic Body - Plug and Play", "asin": "", "price": "$27.06", "quantity": ""},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "", "price": "$169.99", "quantity": ""},
{"title": "ARCTIC MX-6 (4 g, incl. 6 MX Cleaner) - Ultimate Performance Thermal Paste for CPU, Consoles, Graphics Cards, laptops, Very high Thermal Conductivity, Long Durability, Non-Conductive", "asin": "", "price": "$12.79", "quantity": ""},
{"title": "iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair", "asin": "", "price": "$29.95", "quantity": ""},
{"title": "Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop", "asin": "", "price": "$7.88", "quantity": ""},
{"title": "JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch", "asin": "", "price": "$10.99", "quantity": ""},
{"title": "Cooler Master Hyper 212 Black CPU Air Cooler, SickleFlow 120 Edge PWM Fan, Aluminum Top Cover, 4 Copper Heat Pipes, 152mm Tall, AMD Ryzen AM5/AM4, Intel LGA 1851/1700/1200 Brackets", "asin": "", "price": "$29.49", "quantity": ""},
{"title": "WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E", "asin": "", "price": "", "quantity": ""},
{"title": "Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\u201d x 12\u201d Grey", "asin": "", "price": "", "quantity": ""},
{"title": "Intel\u00ae CoreTM i9-14900K New Gaming Desktop Processor 24 (8 P-cores + 16 E-cores) with Integrated Graphics - Unlocked", "asin": "", "price": "", "quantity": ""},
{"title": "CORSAIR VENGEANCE RGB DDR5 RAM 64GB (2x32GB) 6000MHz CL30 Intel XMP iCUE Compatible Computer Memory - Black (CMH64GX5M2B6000C30)", "asin": "", "price": "", "quantity": ""},
{"title": "AMD Ryzen\u2122 7 9700X 8-Core, 16-Thread Unlocked Desktop Processor", "asin": "", "price": "", "quantity": ""},
{"title": "CORSAIR Vengeance DDR5 RAM 32GB (2x16GB) 6000MHz CL30-36-36-76 1.40V Intel XMP Desktop Computer Memory - Black (CMK32GX5M2B6000C30)", "asin": "", "price": "", "quantity": ""},
{"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "", "price": "", "quantity": ""},
{"title": "ARCTIC P12 PWM PST (5 Pack) - 120 mm Case Fan, PWM Sharing Technology (PST), Pressure-optimised, Quiet Motor, Computer, 200-1800 RPM - Black", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "Noctua NF-P12 redux-1700 PWM, High Performance Cooling Fan, 4-Pin, 1700 RPM (120mm, Grey)", "asin": "", "price": "$15.95", "quantity": ""},
{"title": "Noctua NF-A14 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (140mm, Black)", "asin": "", "price": "$26.95", "quantity": ""},
{"title": "Noctua NF-F12 iPPC 3000 PWM, Heavy Duty Cooling Fan, 4-Pin, 3000 RPM (120mm, Black)", "asin": "", "price": "$27.95", "quantity": ""},
{"title": "Noctua NF-A14 PWM, Premium Quiet Fan, 4-Pin (140mm, Brown)", "asin": "", "price": "$23.95", "quantity": ""},
{"title": "Noctua NF-A14 iPPC-3000 PWM, Heavy Duty Cooling Fan, 4-Pin, 3000 RPM (140mm, Black)", "asin": "", "price": "$29.95", "quantity": ""},
{"title": "Noctua NF-A14x25 G2 PWM, Premium-Quality Quiet 140mm PC Fan, 4-pin (Brown)", "asin": "", "price": "$39.90", "quantity": ""},
{"title": "Noctua NF-F12 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)", "asin": "", "price": "$24.75", "quantity": ""},
{"title": "Noctua NF-A14x25 G2 PWM Sx2-PP, Dual Fan Set for Push-Pull and Side-by-Side Applications (Brown)", "asin": "", "price": "$76.90", "quantity": ""},
{"title": "Noctua NH-D15, Premium CPU Cooler with 2X NF-A15 PWM 140mm Fans (Brown)", "asin": "", "price": "$109.95", "quantity": ""},
{"title": "Noctua NF-A12x15 PWM chromax.Black.swap, Premium Quiet Slim Fan, 4-Pin (120x15mm, Black)", "asin": "", "price": "$26.95", "quantity": ""},
{"title": "Noctua NH-D15 G2, Dual Tower CPU Cooler, Standard All-Round Version Recommended for AMD AM5 and Intel LGA1851 / LGA1700 (Brown)", "asin": "", "price": "$149.95", "quantity": ""},
{"title": "Noctua NA-SEC1, 4-Pin Extension Cables (30cm, Black)", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "ASUS ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\u201d Color LCD", "asin": "", "price": "$257.99", "quantity": ""},
{"title": "Crucial T500 2TB Gen4 NVMe M.2 Internal Gaming SSD, Up to 7400MB/s, Laptop & Desktop Compatible + 1mo Adobe CC All Apps - CT2000T500SSD8", "asin": "", "price": "$129.99", "quantity": ""},
{"title": "Sabrent USB 3.2 Type-C Tool-Free Enclosure for M.2 PCIe NVMe and SATA SSDs (EC-SNVE)", "asin": "", "price": "$23.95", "quantity": ""},
{"title": "SSK M.2 NVME SATA SSD Enclosure Adapter, USB 3.2 Gen 2 (10 Gbps) to NVME PCI-E SATA M-Key/(B+M) Key Solid State Drive External Enclosure Aluminum Support UASP Trim for SSDs 2242/2260/2280", "asin": "", "price": "$15.96", "quantity": ""},
{"title": "Crucial T705 1TB PCIe Gen5 NVMe M.2 SSD - Up to 13,600 MB/s - Game Ready - Internal Solid State Drive (PC) - +1mo Adobe CC - CT1000T705SSD3", "asin": "", "quantity": ""},
{"title": "SAMSUNG 970 EVO Plus SSD 2TB - M.2 NVMe Interface Internal Solid State Drive with V-NAND Technology (MZ-V7S2T0B/AM)", "asin": "", "price": "$178.90", "quantity": ""},
{"title": "Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106", "asin": "", "price": "$125.99", "quantity": ""},
{"title": "Lexar 2TB NM790 SSD PCIe Gen4 NVMe M.2 2280 Internal Solid State Drive, Up to 7400/6500 MB/s Read/Write, Compatible with PS5, for Gamers and Creators, Black (LNM790X002T-RNNNU)", "asin": "", "price": "$124.99", "quantity": ""},
{"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)", "asin": "", "price": "$114.99", "quantity": ""},
{"title": "MSI MAG X870 Tomahawk WiFi Gaming Motherboard (AMD Ryzen 9000/8000/7000 Series Processors, AM5, DDR5, PCIe 5.0, M.2 Gen5, SATA 6Gb/s, USB 40Gbps, HDMI/DP, Wi-Fi 7, Bluetooth 5.4, 5Gbps LAN, ATX)", "asin": "", "price": "$283.85", "quantity": ""},
{"title": "AMD Ryzen\u2122 9 9950X 16-Core, 32-Thread Unlocked Desktop Processor", "asin": "", "price": "$548.88", "quantity": ""},
{"title": "ORICO 2TB NVMe SSD PCIe 4.0- Up to 7000MB/s, M.2 SSD 2280 PCIe 4.0X4 Internal Solid State Drive SSD, Fast Heat Dissipation, Compatible with macOS Windows for Gamers and Creators-O7000 (2TB)", "asin": "", "price": "$109.99", "quantity": ""},
{"title": "CORSAIR VENGEANCE RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL36-44-44-96 1.35V Intel XMP Desktop Computer Memory - Black (CMH32GX5M2E6000C36)", "asin": "", "price": "$92.99", "quantity": ""},
{"title": "ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\u00ae 5.0, Q-Release Slim, USB4\u00ae, AI OCing & Networking", "asin": "", "price": "$276.00", "quantity": ""},
{"title": "Silicon Power 2TB NVMe M.2 PCIe Gen3x4 2280 SSD Solid State Drive (SP002TBP34A60M28)", "asin": "", "price": "$97.97", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:19:31.772Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:19:31.772Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:19:31.772Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 940,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Addlink D60 960GB M.2 2280 High Endurance Enterprise NAS Internal SSD for Business Server Data Center, PCIe Gen4X4 NVMe 1.4 3D eTLC, Up to 6,000 MB/s, Durability of up to 1,900 TBW (ad960GBD60M2P)\", \"asin\": \"B0D9NCT27K\", \"price\": \"$139.44\", \"quantity\": \"\"},\n{\"title\": \"POWIN PPG-42G1 PCIE GEN4x4 NVMe 512GB SSD M.2 2280, Internal Solid State Drive, Speeds Up to 6,400MB/s, Upgrade Storage for PC Computer, Laptop, Game Console, Gaming Computer, Esports Gaming PC\", \"asin\": \"B0CZ7JD3NR\", \"price\": \"$50.96\", \"quantity\": \"\"},\n{\"title\": \"Scotch Performance Masking Tape 233+ 26340, 48 mm x 55 m, 12 rolls per case\", \"asin\": \"B0000AY238\", \"price\": \"$122.99\", \"quantity\": \"\"},\n{\"title\": \"ACASIS 40Gbps M.2 NVMe SSD Enclosure with Cooling Fan, Tool Free Installation, TBU 401 Pro for M1 M2 Pro/Max, Compatible with USB4/3.2/3.1/3.0/2.0, Support SSD Size 2280 B+M M-Key (SSD Not Include)\", \"asin\": \"B0CSFFMQWF\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\", \"asin\": \"B09C6DQDNT\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"PCCOOLER CPS RZ820 CPU Cooler, 290W Dual Tower CPU Air Cooler, 8 HeatPipes CPU Cooling CPU Fan System with Three Modes PWM Silent Fans, Air Cooler for Intel LGA 1851/1700/1200/115X/20XX,AMD AM4/AM5,BK\", \"asin\": \"B07NW8KWKW\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"OLOy DDR5 RAM 64GB (2x32GB) Black Hairline Blade RGB 6000 MHz CL32 1.35V Gaming UDIMM (MD5U3260320BRKDA)\", \"asin\": \"B0DQ14HW79\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"OLOy DDR5 RAM 48GB (2x24GB) Black Hairline Blade RGB 6800 MHz CL34 1.35V Gaming UDIMM for Intel (MD5U2468346IRKDA)\", \"asin\": \"B0D86P9JKH\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SABRENT Rocket 4 2TB PCIe 4.0 NVMe SSD \\u2013 7400MB/s Read, 6400MB/s Write, Gen4 SSD for Desktops, Laptops, and PS5, High-Speed Performance with Low Heat, for Gaming and System Builders (SB-RKT4L-2TB)\", \"asin\": \"B0CZJX3XFP\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"NZXT Internal USB Hub 3 - AC-IUSBH-M3 - 4 Internal USB 2.0 Ports - 3M Dual Lock Tapes - Magnetic Body - Plug and Play\", \"asin\": \"\", \"price\": \"$27.06\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. 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"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DD2LKVMD\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"},\n{\"Color\": \"Silver\"},\n{\"Size\": \"32GB (2x16GB)\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:19:45.713Z\", // 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
|
2025-04-08T02:19:45.713Z
|
click
|
other
|
rule
|
train
| 941 |
2025-04-08T02:19:45.713Z
|
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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-08T02:19:31.772Z", "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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DD2LKVMD"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)"},
{"price": "$149.99"},
{"bullet_list": "Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used."},
{"bullet_list": " Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "DDR5-6000 28-36-36-96 1.40V"},
{"Color": "Silver"},
{"Size": "32GB (2x16GB)"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:19:45.713Z", // 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\": \"2025-04-08T02:19:45.713Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:19:45.713Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 941,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DD2LKVMD\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"},\n{\"Color\": \"Silver\"},\n{\"Size\": \"32GB (2x16GB)\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:19:45.713Z\", // 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{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:18.394Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:21:18.394Z
|
click
|
review
|
rule
|
train
| 942 |
2025-04-08T02:21:18.394Z
|
click
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review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BF8FVLSL"},
{"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)"},
{"price": "$114.99"},
{"bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used."},
{"bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. "}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:21:18.394Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:21:18.394Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:21:18.394Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 942,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:18.394Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:21.608Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:21:21.608Z
|
click
|
review
|
rule
|
train
| 943 |
2025-04-08T02:21:21.608Z
|
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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BF8FVLSL"},
{"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)"},
{"price": "$114.99"},
{"bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used."},
{"bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. "}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:21:21.608Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:21:21.608Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:21:21.608Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 943,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:21.608Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:25.275Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:21:25.275Z
|
click
|
review
|
rule
|
train
| 944 |
2025-04-08T02:21:25.275Z
|
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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BF8FVLSL"},
{"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)"},
{"price": "$114.99"},
{"bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used."},
{"bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. "}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:21:25.275Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:21:25.275Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:21:25.275Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 944,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:25.275Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:26.191Z\", // 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
|
2025-04-08T02:21:26.191Z
|
click
|
review
|
rule
|
train
| 945 |
2025-04-08T02:21:26.191Z
|
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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BF8FVLSL"},
{"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)"},
{"price": "$114.99"},
{"bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used."},
{"bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. "}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:21:26.191Z", // 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\": \"2025-04-08T02:21:26.191Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:21:26.191Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 945,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:26.191Z\", // 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\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:28.350Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:21:28.350Z
|
click
|
review
|
rule
|
train
| 946 |
2025-04-08T02:21:28.350Z
|
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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BF8FVLSL"},
{"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)"},
{"price": "$114.99"},
{"bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used."},
{"bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. "}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:21:28.350Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:21:28.350Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:21:28.350Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 946,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:28.350Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:29.933Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:21:29.933Z
|
click
|
review
|
rule
|
train
| 947 |
2025-04-08T02:21:29.933Z
|
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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BF8FVLSL"},
{"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)"},
{"price": "$114.99"},
{"bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used."},
{"bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. "}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:21:29.933Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:21:29.933Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:21:29.933Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 947,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:29.933Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:30.443Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:21:30.443Z
|
click
|
review
|
rule
|
train
| 948 |
2025-04-08T02:21:30.443Z
|
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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BF8FVLSL"},
{"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)"},
{"price": "$114.99"},
{"bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used."},
{"bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. "}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:21:30.443Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:21:30.443Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:21:30.443Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 948,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:30.443Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:31.927Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:21:31.927Z
|
click
|
review
|
rule
|
train
| 949 |
2025-04-08T02:21:31.927Z
|
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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BF8FVLSL"},
{"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)"},
{"price": "$114.99"},
{"bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used."},
{"bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. "}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:21:31.927Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:21:31.927Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:21:31.927Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 949,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:31.927Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:33.683Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:21:33.683Z
|
click
|
review
|
rule
|
train
| 950 |
2025-04-08T02:21:33.683Z
|
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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BF8FVLSL"},
{"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)"},
{"price": "$114.99"},
{"bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used."},
{"bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. "}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:21:33.683Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:21:33.683Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:21:33.683Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 950,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:33.683Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:34.680Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:21:34.680Z
|
click
|
review
|
rule
|
train
| 951 |
2025-04-08T02:21:34.680Z
|
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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BF8FVLSL"},
{"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)"},
{"price": "$114.99"},
{"bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used."},
{"bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. "}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:21:34.680Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:21:34.680Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:21:34.680Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 951,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:34.680Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:35.963Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:21:35.963Z
|
click
|
review
|
rule
|
train
| 952 |
2025-04-08T02:21:35.963Z
|
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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BF8FVLSL"},
{"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)"},
{"price": "$114.99"},
{"bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used."},
{"bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. "}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:21:35.963Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:21:35.963Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:21:35.963Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 952,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BF8FVLSL\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"},\n{\"price\": \"$114.99\"},\n{\"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:35.963Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"64g ddr5 6000 c28\"}],\n\"cart_items\": [{\"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0F1RKXGXZ\"},\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)\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"}],\n\"product_options\": [{\"Size\": \"64GB (2x 32GB)\"},\n{\"Color\": \"Black\"},\n{\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:23:18.610Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:23:18.610Z
|
click
|
cart_side_bar
|
rule
|
train
| 953 |
2025-04-08T02:23:18.610Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "64g ddr5 6000 c28"}],
"cart_items": [{"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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0F1RKXGXZ"},
{"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)"},
{"price": "$229.99"},
{"bullet_list": "G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure."}],
"product_options": [{"Size": "64GB (2x 32GB)"},
{"Color": "Black"},
{"Style": "DDR5-6000 CL28-36-36-96 1.40V"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:23:18.610Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:23:18.610Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:23:18.610Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 953,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"64g ddr5 6000 c28\"}],\n\"cart_items\": [{\"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0F1RKXGXZ\"},\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)\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"}],\n\"product_options\": [{\"Size\": \"64GB (2x 32GB)\"},\n{\"Color\": \"Black\"},\n{\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:23:18.610Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DD2LKVMD\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"},\n{\"Color\": \"Silver\"},\n{\"Size\": \"32GB (2x16GB)\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:23:28.599Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:23:28.599Z
|
click
|
quantity
|
rule
|
train
| 954 |
2025-04-08T02:23:28.599Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0DD2LKVMD"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)"},
{"price": "$149.99"},
{"bullet_list": "Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used."},
{"bullet_list": " Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "DDR5-6000 28-36-36-96 1.40V"},
{"Color": "Silver"},
{"Size": "32GB (2x16GB)"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:23:28.599Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:23:28.599Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:23:28.599Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 954,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DD2LKVMD\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"},\n{\"Color\": \"Silver\"},\n{\"Size\": \"32GB (2x16GB)\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:23:28.599Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"asin\": \"B0DD2LKVMD\"}],\n\"product_details\": [{\"asin\": \"B0DD2LKVMD\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"},\n{\"Color\": \"Silver\"},\n{\"Size\": \"32GB (2x16GB)\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:26:56.211Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:26:56.211Z
|
click
|
cart_side_bar
|
rule
|
train
| 955 |
2025-04-08T02:26:56.211Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"asin": "B0DD2LKVMD"}],
"product_details": [{"asin": "B0DD2LKVMD"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)"},
{"price": "$149.99"},
{"bullet_list": "Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used."},
{"bullet_list": " Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. "}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "DDR5-6000 28-36-36-96 1.40V"},
{"Color": "Silver"},
{"Size": "32GB (2x16GB)"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:26:56.211Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:26:56.211Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:26:56.211Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 955,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"asin\": \"B0DD2LKVMD\"}],\n\"product_details\": [{\"asin\": \"B0DD2LKVMD\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"},\n{\"bullet_list\": \" Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"},\n{\"Color\": \"Silver\"},\n{\"Size\": \"32GB (2x16GB)\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:26:56.211Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0F1RKXGXZ\"},\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)\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"}],\n\"product_options\": [{\"Size\": \"64GB (2x 32GB)\"},\n{\"Color\": \"Black\"},\n{\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:29:21.488Z\", // 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
|
2025-04-08T02:29:21.488Z
|
click
|
cart_side_bar
|
rule
|
train
| 956 |
2025-04-08T02:29:21.488Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
"product_details": [{"asin": "B0F1RKXGXZ"},
{"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)"},
{"price": "$229.99"},
{"bullet_list": "G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure."}],
"product_options": [{"Size": "64GB (2x 32GB)"},
{"Color": "Black"},
{"Style": "DDR5-6000 CL28-36-36-96 1.40V"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:29:21.488Z", // 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\": \"2025-04-08T02:29:21.488Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:29:21.488Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 956,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0F1RKXGXZ\"},\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)\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"}],\n\"product_options\": [{\"Size\": \"64GB (2x 32GB)\"},\n{\"Color\": \"Black\"},\n{\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:29:21.488Z\", // 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\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0F1RKXGXZ\"},\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)\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"}],\n\"product_options\": [{\"Size\": \"64GB (2x 32GB)\"},\n{\"Color\": \"Black\"},\n{\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:34:14.523Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:34:14.523Z
|
click
|
cart_side_bar
|
rule
|
train
| 957 |
2025-04-08T02:34:14.523Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
"product_details": [{"asin": "B0F1RKXGXZ"},
{"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)"},
{"price": "$229.99"},
{"bullet_list": "G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure."}],
"product_options": [{"Size": "64GB (2x 32GB)"},
{"Color": "Black"},
{"Style": "DDR5-6000 CL28-36-36-96 1.40V"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:34:14.523Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:34:14.523Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:34:14.523Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 957,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0F1RKXGXZ\"},\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)\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"}],\n\"product_options\": [{\"Size\": \"64GB (2x 32GB)\"},\n{\"Color\": \"Black\"},\n{\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:34:14.523Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0CSFT73DH\"},\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)\"},\n{\"price\": \"$315.08\"},\n{\"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"1200W\"},\n{\"Style\": \"Platinum\"},\n{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:34:33.446Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:34:33.446Z
|
click
|
other
|
rule
|
train
| 958 |
2025-04-08T02:34:33.446Z
|
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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
"product_details": [{"asin": "B0CSFT73DH"},
{"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)"},
{"price": "$315.08"},
{"bullet_list": "ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "1200W"},
{"Style": "Platinum"},
{"Color": "Black"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:34:33.446Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:34:33.446Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:34:33.446Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 958,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0CSFT73DH\"},\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)\"},\n{\"price\": \"$315.08\"},\n{\"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"1200W\"},\n{\"Style\": \"Platinum\"},\n{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:34:33.446Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0CSFT73DH\"},\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)\"},\n{\"price\": \"$315.08\"},\n{\"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"1200W\"},\n{\"Style\": \"Platinum\"},\n{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:35:48.474Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:35:48.474Z
|
click
|
cart_side_bar
|
rule
|
train
| 959 |
2025-04-08T02:35:48.474Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
"product_details": [{"asin": "B0CSFT73DH"},
{"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)"},
{"price": "$315.08"},
{"bullet_list": "ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "1200W"},
{"Style": "Platinum"},
{"Color": "Black"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:35:48.474Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:35:48.474Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:35:48.474Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 959,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0CSFT73DH\"},\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)\"},\n{\"price\": \"$315.08\"},\n{\"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"1200W\"},\n{\"Style\": \"Platinum\"},\n{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:35:48.474Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0F1RKXGXZ\"},\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)\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"}],\n\"product_options\": [{\"Size\": \"64GB (2x 32GB)\"},\n{\"Color\": \"Black\"},\n{\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:35:56.742Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:35:56.742Z
|
click
|
review
|
rule
|
train
| 960 |
2025-04-08T02:35:56.742Z
|
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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
"product_details": [{"asin": "B0F1RKXGXZ"},
{"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)"},
{"price": "$229.99"},
{"bullet_list": "G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure."}],
"product_options": [{"Size": "64GB (2x 32GB)"},
{"Color": "Black"},
{"Style": "DDR5-6000 CL28-36-36-96 1.40V"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:35:56.742Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:35:56.742Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:35:56.742Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 960,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0F1RKXGXZ\"},\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)\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"}],\n\"product_options\": [{\"Size\": \"64GB (2x 32GB)\"},\n{\"Color\": \"Black\"},\n{\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:35:56.742Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0F1RKXGXZ\"},\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)\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"}],\n\"product_options\": [{\"Size\": \"64GB (2x 32GB)\"},\n{\"Color\": \"Black\"},\n{\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:35:57.371Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:35:57.371Z
|
click
|
cart_side_bar
|
rule
|
train
| 961 |
2025-04-08T02:35:57.371Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
"product_details": [{"asin": "B0F1RKXGXZ"},
{"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)"},
{"price": "$229.99"},
{"bullet_list": "G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure."}],
"product_options": [{"Size": "64GB (2x 32GB)"},
{"Color": "Black"},
{"Style": "DDR5-6000 CL28-36-36-96 1.40V"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:35:57.371Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:35:57.371Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:35:57.371Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 961,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0F1RKXGXZ\"},\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)\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"}],\n\"product_options\": [{\"Size\": \"64GB (2x 32GB)\"},\n{\"Color\": \"Black\"},\n{\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:35:57.371Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0CSFT73DH\"},\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)\"},\n{\"price\": \"$315.08\"},\n{\"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"1200W\"},\n{\"Style\": \"Platinum\"},\n{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:36:09.673Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:36:09.673Z
|
click
|
other
|
rule
|
train
| 962 |
2025-04-08T02:36:09.673Z
|
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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
"product_details": [{"asin": "B0CSFT73DH"},
{"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)"},
{"price": "$315.08"},
{"bullet_list": "ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "1200W"},
{"Style": "Platinum"},
{"Color": "Black"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:36:09.673Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:36:09.673Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:36:09.673Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 962,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0CSFT73DH\"},\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)\"},\n{\"price\": \"$315.08\"},\n{\"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"1200W\"},\n{\"Style\": \"Platinum\"},\n{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:36:09.673Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B09SGQ9PPC\"},\n{\"title\": \"ASUS ROG Thor 1000W Platinum II Fully Modular Power Supply with 1000W, 80+ Platinum, ROG Heatsinks, 135mm Fan, 0dB Mode, OLED Display, Aura Sync\"},\n{\"price\": \"$359.99\"},\n{\"bullet_list\": \"Lambda A plus plus Certification confirms the latest Thor wields menacing power in absolute stealth. ROG heatsinks cover critical components, delivering lower temperatures and reduced noise. A 135mm Axial-tech fan with PWM control delivers lower noise and keeps thermals in check. Built with 100 percent Japanese capacitors and other premium components to achieve 80 Plus Platinum Certification. OLED display monitors power draw in real time. AC Input Range: 100-240Vac\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"LOKI|SFX\"},\n{\"Size\": \"1000W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:36:39.843Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:36:39.843Z
|
click
|
product_option
|
rule
|
train
| 963 |
2025-04-08T02:36:39.843Z
|
click
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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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
"product_details": [{"asin": "B09SGQ9PPC"},
{"title": "ASUS ROG Thor 1000W Platinum II Fully Modular Power Supply with 1000W, 80+ Platinum, ROG Heatsinks, 135mm Fan, 0dB Mode, OLED Display, Aura Sync"},
{"price": "$359.99"},
{"bullet_list": "Lambda A plus plus Certification confirms the latest Thor wields menacing power in absolute stealth. ROG heatsinks cover critical components, delivering lower temperatures and reduced noise. A 135mm Axial-tech fan with PWM control delivers lower noise and keeps thermals in check. Built with 100 percent Japanese capacitors and other premium components to achieve 80 Plus Platinum Certification. OLED display monitors power draw in real time. AC Input Range: 100-240Vac"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "LOKI|SFX"},
{"Size": "1000W"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:36:39.843Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:36:39.843Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:36:39.843Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 963,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B09SGQ9PPC\"},\n{\"title\": \"ASUS ROG Thor 1000W Platinum II Fully Modular Power Supply with 1000W, 80+ Platinum, ROG Heatsinks, 135mm Fan, 0dB Mode, OLED Display, Aura Sync\"},\n{\"price\": \"$359.99\"},\n{\"bullet_list\": \"Lambda A plus plus Certification confirms the latest Thor wields menacing power in absolute stealth. ROG heatsinks cover critical components, delivering lower temperatures and reduced noise. A 135mm Axial-tech fan with PWM control delivers lower noise and keeps thermals in check. Built with 100 percent Japanese capacitors and other premium components to achieve 80 Plus Platinum Certification. OLED display monitors power draw in real time. AC Input Range: 100-240Vac\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"LOKI|SFX\"},\n{\"Size\": \"1000W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:36:39.843Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0BZJ5WNJS\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"},\n{\"price\": \"$249.97\"},\n{\"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"}],\n\"product_options\": [{\"Style\": \"LOKI|SFX\"},\n{\"Size\": \"1000W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:37:33.721Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:37:33.721Z
|
click
|
review
|
rule
|
train
| 964 |
2025-04-08T02:37:33.721Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
"product_details": [{"asin": "B0BZJ5WNJS"},
{"title": "ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)"},
{"price": "$249.97"},
{"bullet_list": "ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup"}],
"product_options": [{"Style": "LOKI|SFX"},
{"Size": "1000W"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:37:33.721Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:37:33.721Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:37:33.721Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 964,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0BZJ5WNJS\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"},\n{\"price\": \"$249.97\"},\n{\"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"}],\n\"product_options\": [{\"Style\": \"LOKI|SFX\"},\n{\"Size\": \"1000W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:37:33.721Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0BZJ5WNJS\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"},\n{\"price\": \"$249.97\"},\n{\"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"}],\n\"product_options\": [{\"Style\": \"LOKI|SFX\"},\n{\"Size\": \"1000W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:37:44.693Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:37:44.693Z
|
click
|
cart_side_bar
|
rule
|
train
| 965 |
2025-04-08T02:37:44.693Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
"product_details": [{"asin": "B0BZJ5WNJS"},
{"title": "ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)"},
{"price": "$249.97"},
{"bullet_list": "ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup"}],
"product_options": [{"Style": "LOKI|SFX"},
{"Size": "1000W"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:37:44.693Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:37:44.693Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:37:44.693Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 965,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0BZJ5WNJS\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"},\n{\"price\": \"$249.97\"},\n{\"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"}],\n\"product_options\": [{\"Style\": \"LOKI|SFX\"},\n{\"Size\": \"1000W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:37:44.693Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0BZJ5WNJS\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"},\n{\"price\": \"$249.97\"},\n{\"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"}],\n\"product_options\": [{\"Style\": \"LOKI|SFX\"},\n{\"Size\": \"1200W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:37:54.176Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T02:37:54.176Z
|
click
|
product_option
|
rule
|
train
| 966 |
2025-04-08T02:37:54.176Z
|
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": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"}
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"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": "$315.08", "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": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
"product_details": [{"asin": "B0BZJ5WNJS"},
{"title": "ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)"},
{"price": "$249.97"},
{"bullet_list": "ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup"}],
"product_options": [{"Style": "LOKI|SFX"},
{"Size": "1200W"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T02:37:54.176Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T02:37:54.176Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T02:37:54.176Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 966,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$315.08\", \"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\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}],\n\"product_details\": [{\"asin\": \"B0BZJ5WNJS\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"},\n{\"price\": \"$249.97\"},\n{\"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"}],\n\"product_options\": [{\"Style\": \"LOKI|SFX\"},\n{\"Size\": \"1200W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:37:54.176Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|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\": \"2025-04-10T19:30:39.975Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T19:30:39.975Z
|
input
|
Oyster knives
|
rule
|
train
| 967 |
2025-04-10T19:30:39.975Z
|
input
|
Oyster knives
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|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": "2025-04-10T19:30:39.975Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T19:30:39.975Z\",\"action\": \"input\",\"acion_argument\": \"Oyster knives\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T19:30:39.975Z\",\"action\": \"input\",\"acion_argument\": \"Oyster knives\",}</answer>",
"index": 967,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|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\": \"2025-04-10T19:30:39.975Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Oyster knives\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:30:40.082Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T19:30:40.082Z
|
click
|
search
|
rule
|
train
| 968 |
2025-04-10T19:30:40.082Z
|
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": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "Oyster knives"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T19:30:40.082Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T19:30:40.082Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T19:30:40.082Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 968,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Oyster knives\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:30:40.082Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"2025-04-10T19:30:45.170Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T19:30:45.170Z
|
input
|
Oyster knives
|
rule
|
train
| 969 |
2025-04-10T19:30:45.170Z
|
input
|
Oyster knives
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "2025-04-10T19:30:45.170Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T19:30:45.170Z\",\"action\": \"input\",\"acion_argument\": \"Oyster knives \",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T19:30:45.170Z\",\"action\": \"input\",\"acion_argument\": \"Oyster knives \",}</answer>",
"index": 969,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"2025-04-10T19:30:45.170Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Oyster knives \"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\", \"asin\": \"B07L9QTLNQ\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Oyster Shucking Knife - Oyster Knife Shucker for Opening Clams, Scallops, Shellfish - Stainless Steel Blade, Non-Slip Ergonomic Handle - Kitchen Tool for Chefs, Cooks - Set of 4 Knives\", \"asin\": \"B07BDRF94F\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 - Professional Oyster Knife Shucker Clam Opener Kit in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B07994XTLL\", \"price\": \"$64.97\", \"quantity\": \"\"},\n{\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)\", \"asin\": \"B0BYFGDVKT\", \"price\": \"$6.29\", \"quantity\": \"\"},\n{\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Oyster Shucker Not Easy to Break and Bend, More Secure with Oyster Shucking Knife Glove (2 Knife and 1 Glove M), Best Oyster Shucking Kit\", \"asin\": \"B07SL31TSX\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Nonley Oyster Shucking Knife - 2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0DT449LF7\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Fillet Knife 7 Inch, Super Sharp Boning Knife in High Carbon Stainless Steel, Professional Japanese Fish Knives for Meat Poultry Cutting\", \"asin\": \"B0CKMF6GPZ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Cutluxe Butcher Knife \\u2013 10\\u2033 Bullnose Carving Knife, Forged High Carbon German Steel \\u2013 Full Tang & Razor Sharp \\u2013 Ergonomic Handle Design \\u2013 Artisan Series\", \"asin\": \"B098JQJJ96\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"HENCKELS Forged Accent Razor-Sharp 2-pc Paring Knife Set, White Handle, German Engineered Informed by 100+ Years of Mastery\", \"asin\": \"B09RTDR12Q\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"ZeroPone Oyster Clam Opener Machine Adjustable Oyster Shucker Machine Oyster Shucker Tool Set Including Knives, Glove and g-Clip, Seafood Tools for Hotel Family Buffet\", \"asin\": \"B097ZM35WF\"}],\n\"search_results\": [{\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\", \"asin\": \"B07L9QTLNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Shucking Knife Not Easy to Break and Bend, More Secure with Oyster Shucking Knife and Gloves (2 Knife and 1 Glove L), Best Oyster Shucking Set\", \"asin\": \"B07SQW3LTW\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife,Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife With Comfort Wood-handle,Oyster Shucking Kit With 1 Pairs Of Level 5 Protection Cut-resistant Gloves(L) For Oyster Clam\", \"asin\": \"B097Q3524X\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)\", \"asin\": \"B0BYFGDVKT\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\", \"asin\": \"B07L9QTLNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"OXO Good Grips Stainless Steel Non-Slip Oyster Knife,Black/Silver\", \"asin\": \"B00004OCLC\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nonley Oyster Shucking Knife, 8 Pack Oyster Knife Shucker Set Oysters Shucker Clam Knives, Seafood Opener Seafood Tools\", \"asin\": \"B0BN1T4DFB\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Dexter-Russell \\u2013 2.75\\\" New Haven Style Oyster Knife - Sani-Safe Series, Carbon Steel, medium, Original version\", \"asin\": \"B004NG98L4\", \"price\": \"$17.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nonley Oyster Shucking Knife, 12 Pack Oyster Shucker With Comfort Wood-Handle for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0CPF1Q89G\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife - Oyster Knife Shucker for Opening Clams, Scallops, Shellfish - Stainless Steel Blade, Non-Slip Ergonomic Handle - Kitchen Tool for Chefs, Cooks - Set of 2 Knives\", \"asin\": \"B07BDQN4T1\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 - Professional Oyster Knife Shucker Clam Opener Kit in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B07994XTLL\", \"price\": \"$64.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Minatee 30 Pcs Oyster Shucking Knife Stainless Steel Shucker Oyster Opener with Non Slip Handle for Clam Crab Kitchen Shrimp Shellfish Seafood Tools, 5.79 Inch(Black)\", \"asin\": \"B0BQ8T79KT\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Damascus Steel Oyster Shucking Knife Handmade Oyster Shucker Knife Oyster Opener Tool Rosewood, Bone and Turquoise Handle With Leather Sheath\", \"asin\": \"B0CK6VF921\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 11 left in stock - order soon.\"},\n{\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)\", \"asin\": \"B0BYFGDVKT\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife,Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife With Comfort Wood-handle,Oyster Shucking Kit With 1 Pairs Of Level 5 Protection Cut-resistant Gloves(L) For Oyster Clam\", \"asin\": \"B097Q3524X\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Mercer Culinary Boston Style Oyster Knife with Poly Handle, 3 Inch, White\", \"asin\": \"B06ZZBH1VQ\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Dowellife Cut Resistant Gloves Food Grade Level 5 Protection, Safety Kitchen Cut Gloves for Chef Oyster Shucking Mandolin Knife Butcher Meat Cutting\", \"asin\": \"B06XBGR2L9\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Clam Opener Machine Adjustable Oyster Shucker Machine Oyster Shucker Tool Set Including Knives, Glove and g-Clip, Seafood Tools for Hotel Family Buffet\", \"asin\": \"B097ZM35WF\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nonley Oyster Shucking Knife, 8 Pack Oyster Knife Shucker Set Oysters Shucker Clam Knives, Seafood Opener Seafood Tools\", \"asin\": \"B0BN1T4DFB\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife with Wooden holder Oyster Shucking Clamp Seafood Tools (Black)\", \"asin\": \"B0DNG5JHY6\", \"price\": \"$15.77\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Tarpop 16 Pieces Oyster Shucking Knife Set 8 Stainless Steel Oyster Shuckers Bulk 8 Level 5 Protection Cut Resistant Gloves Seafood Opener Tool Kit for Clam Pearl Shell Shucking\", \"asin\": \"B0BK9BVLSK\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Minatee 30 Pcs Oyster Shucking Knife Stainless Steel Shucker Oyster Opener with Non Slip Handle for Clam Crab Kitchen Shrimp Shellfish Seafood Tools, 5.79 Inch(Black)\", \"asin\": \"B0BQ8T79KT\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"R. Murphy/Ramelson Duxbury Oyster Knife - As Seen in Bon Appetit Magazine - Shellfish Seafood Clam Shucker Tool - Made in USA\", \"asin\": \"B0123LXNLQ\", \"price\": \"$21.02\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Kit - Knife Set With Stainless Steel Blade and Non-slip Handle (2 Knives + 2 Gloves)\", \"asin\": \"B0BNFY6DMT\", \"price\": \"$8.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Tarpop 16 Pieces Oyster Shucking Knife Set 8 Stainless Steel Oyster Shuckers Bulk 8 Level 5 Protection Cut Resistant Gloves Seafood Opener Tool Kit for Clam Pearl Shell Shucking\", \"asin\": \"B0BK9BVLSK\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"6pc Oyster Shucking Knife Set - Professional Stainless Steel Blades, Anti-Slip Ergonomic Handle, Dishwasher Safe - Kitchen, BBQ, Restaurant & Party Essential Tools\", \"asin\": \"B0CMZJNL2N\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Dexter-Russell (S134PCP) - 3\\\" Boston-Style Oyster Knife - Sani-Safe Series\", \"asin\": \"B001EQAMQQ\", \"price\": \"$18.61\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Toadfish Oyster Shucking Knife - Oyster Shucker Opener Tool - Professional Edition\", \"asin\": \"B078HCFMJ5\", \"price\": \"$38.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Toadfish Oyster Shucking Knife, Oyster Opener Tool, PUT 'EM BACK Oyster Knife by Toadfish\", \"asin\": \"B06ZZ3NL57\", \"price\": \"$32.12\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nonley Oyster Shucking Knife - 2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0DT449LF7\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Handmade Oyster Shucker Knife Damascus Oyster Shucking Knife with sheath 6.5 inches Seafood Opening Knife Tool\", \"asin\": \"B0DJ34JKLL\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Victorinox Oyster Knife 3-Inch Narrow Boston Style Blade, Red SuperGrip Handle\", \"asin\": \"B003ED8M4G\", \"price\": \"$19.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 7 left in stock - order soon.\"},\n{\"title\": \"Trudeau Oyster Knife, One Size, Tropical\", \"asin\": \"B071WKMWK1\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Winco Oyster/Clam Knife, Stainless Steel\", \"asin\": \"B001F7O2RE\", \"price\": \"$6.03\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"MGTECH 10 Pcs Oyster Shucking Knives, Bulk Oyster Shucker Clam Opener\", \"asin\": \"B0BVMB617V\", \"price\": \"$18.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Shucking Knife Not Easy to Break and Bend, More Secure with Oyster Shucking Knife and Gloves (2 Knife and 1 Glove L), Best Oyster Shucking Set\", \"asin\": \"B07SQW3LTW\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Toadfish Oyster Shucker's Bundle, Oyster Knife Shucker Set - Oyster Shucking Knives & Cut-Resistant Shucking Cloth, Seafood Opener Kit Tools Gift\", \"asin\": \"B07T8ZHND8\", \"price\": \"$68.00\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"BUBBA Shucking Knife - Oyster Shucking Knife with 2.5\\\" Stainless Steel Curved Tip Blade with Non-Slip Grip Handle\", \"asin\": \"B07YNKCPG4\", \"price\": \"$21.95\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Oyster Shucking Knife, Commercial Grade Clam and Shellfish tool With Ergonomic Grip And Anti-Slip Handle, Good For Home Restaurant Kitchen And Outdoor Use, Yellow/Silver (1 Count)\", \"asin\": \"B07K63PRRL\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife - Oyster Knife Shucker for Opening Clams, Scallops, Shellfish - Stainless Steel Blade, Non-Slip Ergonomic Handle - Kitchen Tool for Chefs, Cooks - Set of 2 Knives\", \"asin\": \"B07BDQN4T1\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife with Bottle Opener for Clam,Oyster Scallop In Shell(Black)\", \"asin\": \"B0DL1SC2YP\", \"price\": \"$3.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"RSVP International Endurance Collection Seafood Tool, Oyster Knife, Stainless Steel\", \"asin\": \"B000F7DTDI\", \"price\": \"$11.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\\u2019\\u2019 Stainless steel Oyster Knife\", \"asin\": \"B01MRORYIY\", \"price\": \"$13.95\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Oyster Shucking Knife, Stainless Steel Oyster Shucker with Wooden Handle Oyster Clam Shucking Opener Seafood Scallops Opener Tool for All Kinds of Shells and Oysters\", \"asin\": \"B0DP73Q6L3\", \"price\": \"$5.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"R Murphy/Ramelson New Haven Oyster Knife Shucker (Regular) - Shucking Clamming Seafood - Made in the USA\", \"asin\": \"B00KBUNNE4\", \"price\": \"$39.50\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Mon, Apr 14\"},\n{\"title\": \"8 Pack Oyster Knife Oyster Shucking Knives - Food Grade Stainless Shucker Oyster Shuckers with Non Slip Handle for Clam Crab Shellfish Seafood Opener\", \"asin\": \"B07NVCZKMG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 15 left in stock - order soon.\"},\n{\"title\": \"Swissmar Shucker Paddy Original Oyster Shucking Knife \\u2013 Ergonomic Dual Axis Oyster Shucker Tool with 3\\\" / 7.6 CM Stainless Steel Blade - Perfect for kitchen Collections \\u2013 Non-Slip Handle, Yellow\", \"asin\": \"B00MG3RPN4\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife, 2.75\\\" New Haven Style Oyster Shucker Clam Knife with Non-Slip Poly Handle, Seafood Opener Seafood Tools (Black)\", \"asin\": \"B091GPT7MK\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"6PCS Oyster Knife with Non-Slip Grip Handle Oyster Shucking Knife Opener Set Clam and Shell Tool Party Supply\", \"asin\": \"B07PR3C7H6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Dalstrong Clam Oyster Knife- 3\\u201d Shellfish & Oyster Shucker Clamp Knife - Gladiator Series Elite - Forged HC German Steel - Crab Eating Utensils- G10 Handle - W/Sheath- NSF Certified\", \"asin\": \"B086LKWZ82\", \"price\": \"$75.00\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Oyster Shucking Knife and Gloves Set Included 2pcs Oyster Shucker Opener New Haven Style, Cut Resistant Glove Professional Guard (1Cloth+1Squeezer)\", \"asin\": \"B07X2SHWZL\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Dexter-Russell (S137PCP) - 4\\\" Galveston-Style Oyster Knife - Sani-Safe Series\", \"asin\": \"B000KI9UNA\", \"price\": \"$24.98\", \"delivery\": \"FREE delivery Mon, Apr 14 Only 3 left in stock - order soon.\"},\n{\"title\": \"Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, 2 Set Oyster Shucking Tool Kit, 2 Stainless Steel Oyster Knifes with Wooden Handle 2 Pairs Oyster Shucking Gloves\", \"asin\": \"B0CZD86CRD\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"UJ Ramelson Co R Murphy New Haven Oyster Knife Shucker (Green Handle)\", \"asin\": \"B01LWK71S7\", \"price\": \"$23.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife, Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife, 2 pack Gloves with Cut Resistant Level 5 Protection, 1 anti-slip cloth and 1 lemon-squeezer for Seafood Lovers\", \"asin\": \"B0DR9DSTRG\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Oyster Shucking Knife Clam Knife Shucker Shellfish Seafood Opener with Non Slip Handle and Level 5 Protection Food Grade Cut Resistant Gloves(XL)\", \"asin\": \"B083BTBRB2\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Winco KCL-3 7.5-Inch Oyster/Clam Knife with 3.5-Inch Blade, Medium, Stainless Steel, Tan\", \"asin\": \"B001VZ8R5S\", \"price\": \"$5.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HiCoup Oyster Shucking Knife and Glove Kit - Clam and Oyster Knife Shucker Set with Stainless Steel Seafood Opener Tool, Wood Handle and Gloves\\ufeff\", \"asin\": \"B00VQFE1MQ\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"TANG SONG 8PCS Oyster Knife Oyster Shucking Knife Oyster Shucker Oyster Opener Oyster Clam Pearl Shell Shucking Knife With Wood Handle\", \"asin\": \"B07JZ27DFP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:30:45.273Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T19:30:45.273Z
|
click
|
suggested_term
|
rule
|
train
| 970 |
2025-04-10T19:30:45.273Z
|
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": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
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{"title": "Toadfish Oyster Shucking Knife - Oyster Shucker Opener Tool - Professional Edition", "asin": "B078HCFMJ5", "price": "$38.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Toadfish Oyster Shucking Knife, Oyster Opener Tool, PUT 'EM BACK Oyster Knife by Toadfish", "asin": "B06ZZ3NL57", "price": "$32.12", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nonley Oyster Shucking Knife - 2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use", "asin": "B0DT449LF7", "price": "$8.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Handmade Oyster Shucker Knife Damascus Oyster Shucking Knife with sheath 6.5 inches Seafood Opening Knife Tool", "asin": "B0DJ34JKLL", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Victorinox Oyster Knife 3-Inch Narrow Boston Style Blade, Red SuperGrip Handle", "asin": "B003ED8M4G", "price": "$19.86", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 7 left in stock - order soon."},
{"title": "Trudeau Oyster Knife, One Size, Tropical", "asin": "B071WKMWK1", "price": "$11.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Winco Oyster/Clam Knife, Stainless Steel", "asin": "B001F7O2RE", "price": "$6.03", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "MGTECH 10 Pcs Oyster Shucking Knives, Bulk Oyster Shucker Clam Opener", "asin": "B0BVMB617V", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "SPEENSUN Oyster Shucking Knife, Oyster Knife, Shucking Knife Not Easy to Break and Bend, More Secure with Oyster Shucking Knife and Gloves (2 Knife and 1 Glove L), Best Oyster Shucking Set", "asin": "B07SQW3LTW", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Toadfish Oyster Shucker's Bundle, Oyster Knife Shucker Set - Oyster Shucking Knives & Cut-Resistant Shucking Cloth, Seafood Opener Kit Tools Gift", "asin": "B07T8ZHND8", "price": "$68.00", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "BUBBA Shucking Knife - Oyster Shucking Knife with 2.5\" Stainless Steel Curved Tip Blade with Non-Slip Grip Handle", "asin": "B07YNKCPG4", "price": "$21.95", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Oyster Shucking Knife, Commercial Grade Clam and Shellfish tool With Ergonomic Grip And Anti-Slip Handle, Good For Home Restaurant Kitchen And Outdoor Use, Yellow/Silver (1 Count)", "asin": "B07K63PRRL", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Oyster Shucking Knife - Oyster Knife Shucker for Opening Clams, Scallops, Shellfish - Stainless Steel Blade, Non-Slip Ergonomic Handle - Kitchen Tool for Chefs, Cooks - Set of 2 Knives", "asin": "B07BDQN4T1", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Oyster Shucking Knife,Stainless Steel Oyster Knife with Bottle Opener for Clam,Oyster Scallop In Shell(Black)", "asin": "B0DL1SC2YP", "price": "$3.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "RSVP International Endurance Collection Seafood Tool, Oyster Knife, Stainless Steel", "asin": "B000F7DTDI", "price": "$11.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\u2019\u2019 Stainless steel Oyster Knife", "asin": "B01MRORYIY", "price": "$13.95", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "Oyster Shucking Knife, Stainless Steel Oyster Shucker with Wooden Handle Oyster Clam Shucking Opener Seafood Scallops Opener Tool for All Kinds of Shells and Oysters", "asin": "B0DP73Q6L3", "price": "$5.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "R Murphy/Ramelson New Haven Oyster Knife Shucker (Regular) - Shucking Clamming Seafood - Made in the USA", "asin": "B00KBUNNE4", "price": "$39.50", "delivery": "FREE delivery Apr 16 - 21 Or fastest delivery Mon, Apr 14"},
{"title": "8 Pack Oyster Knife Oyster Shucking Knives - Food Grade Stainless Shucker Oyster Shuckers with Non Slip Handle for Clam Crab Shellfish Seafood Opener", "asin": "B07NVCZKMG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 15 left in stock - order soon."},
{"title": "Swissmar Shucker Paddy Original Oyster Shucking Knife \u2013 Ergonomic Dual Axis Oyster Shucker Tool with 3\" / 7.6 CM Stainless Steel Blade - Perfect for kitchen Collections \u2013 Non-Slip Handle, Yellow", "asin": "B00MG3RPN4", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Oyster Shucking Knife, 2.75\" New Haven Style Oyster Shucker Clam Knife with Non-Slip Poly Handle, Seafood Opener Seafood Tools (Black)", "asin": "B091GPT7MK", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "6PCS Oyster Knife with Non-Slip Grip Handle Oyster Shucking Knife Opener Set Clam and Shell Tool Party Supply", "asin": "B07PR3C7H6", "price": "$14.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Dalstrong Clam Oyster Knife- 3\u201d Shellfish & Oyster Shucker Clamp Knife - Gladiator Series Elite - Forged HC German Steel - Crab Eating Utensils- G10 Handle - W/Sheath- NSF Certified", "asin": "B086LKWZ82", "price": "$75.00", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "Oyster Shucking Knife and Gloves Set Included 2pcs Oyster Shucker Opener New Haven Style, Cut Resistant Glove Professional Guard (1Cloth+1Squeezer)", "asin": "B07X2SHWZL", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Dexter-Russell (S137PCP) - 4\" Galveston-Style Oyster Knife - Sani-Safe Series", "asin": "B000KI9UNA", "price": "$24.98", "delivery": "FREE delivery Mon, Apr 14 Only 3 left in stock - order soon."},
{"title": "Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, 2 Set Oyster Shucking Tool Kit, 2 Stainless Steel Oyster Knifes with Wooden Handle 2 Pairs Oyster Shucking Gloves", "asin": "B0CZD86CRD", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "UJ Ramelson Co R Murphy New Haven Oyster Knife Shucker (Green Handle)", "asin": "B01LWK71S7", "price": "$23.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Oyster Shucking Knife, Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife, 2 pack Gloves with Cut Resistant Level 5 Protection, 1 anti-slip cloth and 1 lemon-squeezer for Seafood Lovers", "asin": "B0DR9DSTRG", "price": "$13.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Oyster Shucking Knife Clam Knife Shucker Shellfish Seafood Opener with Non Slip Handle and Level 5 Protection Food Grade Cut Resistant Gloves(XL)", "asin": "B083BTBRB2", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Winco KCL-3 7.5-Inch Oyster/Clam Knife with 3.5-Inch Blade, Medium, Stainless Steel, Tan", "asin": "B001VZ8R5S", "price": "$5.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "HiCoup Oyster Shucking Knife and Glove Kit - Clam and Oyster Knife Shucker Set with Stainless Steel Seafood Opener Tool, Wood Handle and Gloves\ufeff", "asin": "B00VQFE1MQ", "price": "$15.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "TANG SONG 8PCS Oyster Knife Oyster Shucking Knife Oyster Shucker Oyster Opener Oyster Clam Pearl Shell Shucking Knife With Wood Handle", "asin": "B07JZ27DFP", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T19:30:45.273Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T19:30:45.273Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T19:30:45.273Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 970,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Oyster knives \"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\", \"asin\": \"B07L9QTLNQ\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Oyster Shucking Knife - Oyster Knife Shucker for Opening Clams, Scallops, Shellfish - Stainless Steel Blade, Non-Slip Ergonomic Handle - Kitchen Tool for Chefs, Cooks - Set of 4 Knives\", \"asin\": \"B07BDRF94F\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 - Professional Oyster Knife Shucker Clam Opener Kit in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B07994XTLL\", \"price\": \"$64.97\", \"quantity\": \"\"},\n{\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)\", \"asin\": \"B0BYFGDVKT\", \"price\": \"$6.29\", \"quantity\": \"\"},\n{\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Oyster Shucker Not Easy to Break and Bend, More Secure with Oyster Shucking Knife Glove (2 Knife and 1 Glove M), Best Oyster Shucking Kit\", \"asin\": \"B07SL31TSX\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Nonley Oyster Shucking Knife - 2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0DT449LF7\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Fillet Knife 7 Inch, Super Sharp Boning Knife in High Carbon Stainless Steel, Professional Japanese Fish Knives for Meat Poultry Cutting\", \"asin\": \"B0CKMF6GPZ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Cutluxe Butcher Knife \\u2013 10\\u2033 Bullnose Carving Knife, Forged High Carbon German Steel \\u2013 Full Tang & Razor Sharp \\u2013 Ergonomic Handle Design \\u2013 Artisan Series\", \"asin\": \"B098JQJJ96\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"HENCKELS Forged Accent Razor-Sharp 2-pc Paring Knife Set, White Handle, German Engineered Informed by 100+ Years of Mastery\", \"asin\": \"B09RTDR12Q\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"ZeroPone Oyster Clam Opener Machine Adjustable Oyster Shucker Machine Oyster Shucker Tool Set Including Knives, Glove and g-Clip, Seafood Tools for Hotel Family Buffet\", \"asin\": \"B097ZM35WF\"}],\n\"search_results\": [{\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\", \"asin\": \"B07L9QTLNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Shucking Knife Not Easy to Break and Bend, More Secure with Oyster Shucking Knife and Gloves (2 Knife and 1 Glove L), Best Oyster Shucking Set\", \"asin\": \"B07SQW3LTW\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife,Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife With Comfort Wood-handle,Oyster Shucking Kit With 1 Pairs Of Level 5 Protection Cut-resistant Gloves(L) For Oyster Clam\", \"asin\": \"B097Q3524X\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)\", \"asin\": \"B0BYFGDVKT\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\", \"asin\": \"B07L9QTLNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"OXO Good Grips Stainless Steel Non-Slip Oyster Knife,Black/Silver\", \"asin\": \"B00004OCLC\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nonley Oyster Shucking Knife, 8 Pack Oyster Knife Shucker Set Oysters Shucker Clam Knives, Seafood Opener Seafood Tools\", \"asin\": \"B0BN1T4DFB\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Dexter-Russell \\u2013 2.75\\\" New Haven Style Oyster Knife - Sani-Safe Series, Carbon Steel, medium, Original version\", \"asin\": \"B004NG98L4\", \"price\": \"$17.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nonley Oyster Shucking Knife, 12 Pack Oyster Shucker With Comfort Wood-Handle for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0CPF1Q89G\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife - Oyster Knife Shucker for Opening Clams, Scallops, Shellfish - Stainless Steel Blade, Non-Slip Ergonomic Handle - Kitchen Tool for Chefs, Cooks - Set of 2 Knives\", \"asin\": \"B07BDQN4T1\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 - Professional Oyster Knife Shucker Clam Opener Kit in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B07994XTLL\", \"price\": \"$64.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Minatee 30 Pcs Oyster Shucking Knife Stainless Steel Shucker Oyster Opener with Non Slip Handle for Clam Crab Kitchen Shrimp Shellfish Seafood Tools, 5.79 Inch(Black)\", \"asin\": \"B0BQ8T79KT\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Damascus Steel Oyster Shucking Knife Handmade Oyster Shucker Knife Oyster Opener Tool Rosewood, Bone and Turquoise Handle With Leather Sheath\", \"asin\": \"B0CK6VF921\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 11 left in stock - order soon.\"},\n{\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)\", \"asin\": \"B0BYFGDVKT\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife,Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife With Comfort Wood-handle,Oyster Shucking Kit With 1 Pairs Of Level 5 Protection Cut-resistant Gloves(L) For Oyster Clam\", \"asin\": \"B097Q3524X\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Mercer Culinary Boston Style Oyster Knife with Poly Handle, 3 Inch, White\", \"asin\": \"B06ZZBH1VQ\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Dowellife Cut Resistant Gloves Food Grade Level 5 Protection, Safety Kitchen Cut Gloves for Chef Oyster Shucking Mandolin Knife Butcher Meat Cutting\", \"asin\": \"B06XBGR2L9\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Clam Opener Machine Adjustable Oyster Shucker Machine Oyster Shucker Tool Set Including Knives, Glove and g-Clip, Seafood Tools for Hotel Family Buffet\", \"asin\": \"B097ZM35WF\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nonley Oyster Shucking Knife, 8 Pack Oyster Knife Shucker Set Oysters Shucker Clam Knives, Seafood Opener Seafood Tools\", \"asin\": \"B0BN1T4DFB\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife with Wooden holder Oyster Shucking Clamp Seafood Tools (Black)\", \"asin\": \"B0DNG5JHY6\", \"price\": \"$15.77\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Tarpop 16 Pieces Oyster Shucking Knife Set 8 Stainless Steel Oyster Shuckers Bulk 8 Level 5 Protection Cut Resistant Gloves Seafood Opener Tool Kit for Clam Pearl Shell Shucking\", \"asin\": \"B0BK9BVLSK\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Minatee 30 Pcs Oyster Shucking Knife Stainless Steel Shucker Oyster Opener with Non Slip Handle for Clam Crab Kitchen Shrimp Shellfish Seafood Tools, 5.79 Inch(Black)\", \"asin\": \"B0BQ8T79KT\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"R. Murphy/Ramelson Duxbury Oyster Knife - As Seen in Bon Appetit Magazine - Shellfish Seafood Clam Shucker Tool - Made in USA\", \"asin\": \"B0123LXNLQ\", \"price\": \"$21.02\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Kit - Knife Set With Stainless Steel Blade and Non-slip Handle (2 Knives + 2 Gloves)\", \"asin\": \"B0BNFY6DMT\", \"price\": \"$8.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Tarpop 16 Pieces Oyster Shucking Knife Set 8 Stainless Steel Oyster Shuckers Bulk 8 Level 5 Protection Cut Resistant Gloves Seafood Opener Tool Kit for Clam Pearl Shell Shucking\", \"asin\": \"B0BK9BVLSK\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"6pc Oyster Shucking Knife Set - Professional Stainless Steel Blades, Anti-Slip Ergonomic Handle, Dishwasher Safe - Kitchen, BBQ, Restaurant & Party Essential Tools\", \"asin\": \"B0CMZJNL2N\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Dexter-Russell (S134PCP) - 3\\\" Boston-Style Oyster Knife - Sani-Safe Series\", \"asin\": \"B001EQAMQQ\", \"price\": \"$18.61\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Toadfish Oyster Shucking Knife - Oyster Shucker Opener Tool - Professional Edition\", \"asin\": \"B078HCFMJ5\", \"price\": \"$38.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Toadfish Oyster Shucking Knife, Oyster Opener Tool, PUT 'EM BACK Oyster Knife by Toadfish\", \"asin\": \"B06ZZ3NL57\", \"price\": \"$32.12\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nonley Oyster Shucking Knife - 2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0DT449LF7\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Handmade Oyster Shucker Knife Damascus Oyster Shucking Knife with sheath 6.5 inches Seafood Opening Knife Tool\", \"asin\": \"B0DJ34JKLL\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Victorinox Oyster Knife 3-Inch Narrow Boston Style Blade, Red SuperGrip Handle\", \"asin\": \"B003ED8M4G\", \"price\": \"$19.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 7 left in stock - order soon.\"},\n{\"title\": \"Trudeau Oyster Knife, One Size, Tropical\", \"asin\": \"B071WKMWK1\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Winco Oyster/Clam Knife, Stainless Steel\", \"asin\": \"B001F7O2RE\", \"price\": \"$6.03\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"MGTECH 10 Pcs Oyster Shucking Knives, Bulk Oyster Shucker Clam Opener\", \"asin\": \"B0BVMB617V\", \"price\": \"$18.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Shucking Knife Not Easy to Break and Bend, More Secure with Oyster Shucking Knife and Gloves (2 Knife and 1 Glove L), Best Oyster Shucking Set\", \"asin\": \"B07SQW3LTW\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Toadfish Oyster Shucker's Bundle, Oyster Knife Shucker Set - Oyster Shucking Knives & Cut-Resistant Shucking Cloth, Seafood Opener Kit Tools Gift\", \"asin\": \"B07T8ZHND8\", \"price\": \"$68.00\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"BUBBA Shucking Knife - Oyster Shucking Knife with 2.5\\\" Stainless Steel Curved Tip Blade with Non-Slip Grip Handle\", \"asin\": \"B07YNKCPG4\", \"price\": \"$21.95\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Oyster Shucking Knife, Commercial Grade Clam and Shellfish tool With Ergonomic Grip And Anti-Slip Handle, Good For Home Restaurant Kitchen And Outdoor Use, Yellow/Silver (1 Count)\", \"asin\": \"B07K63PRRL\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife - Oyster Knife Shucker for Opening Clams, Scallops, Shellfish - Stainless Steel Blade, Non-Slip Ergonomic Handle - Kitchen Tool for Chefs, Cooks - Set of 2 Knives\", \"asin\": \"B07BDQN4T1\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife with Bottle Opener for Clam,Oyster Scallop In Shell(Black)\", \"asin\": \"B0DL1SC2YP\", \"price\": \"$3.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"RSVP International Endurance Collection Seafood Tool, Oyster Knife, Stainless Steel\", \"asin\": \"B000F7DTDI\", \"price\": \"$11.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\\u2019\\u2019 Stainless steel Oyster Knife\", \"asin\": \"B01MRORYIY\", \"price\": \"$13.95\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Oyster Shucking Knife, Stainless Steel Oyster Shucker with Wooden Handle Oyster Clam Shucking Opener Seafood Scallops Opener Tool for All Kinds of Shells and Oysters\", \"asin\": \"B0DP73Q6L3\", \"price\": \"$5.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"R Murphy/Ramelson New Haven Oyster Knife Shucker (Regular) - Shucking Clamming Seafood - Made in the USA\", \"asin\": \"B00KBUNNE4\", \"price\": \"$39.50\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Mon, Apr 14\"},\n{\"title\": \"8 Pack Oyster Knife Oyster Shucking Knives - Food Grade Stainless Shucker Oyster Shuckers with Non Slip Handle for Clam Crab Shellfish Seafood Opener\", \"asin\": \"B07NVCZKMG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 15 left in stock - order soon.\"},\n{\"title\": \"Swissmar Shucker Paddy Original Oyster Shucking Knife \\u2013 Ergonomic Dual Axis Oyster Shucker Tool with 3\\\" / 7.6 CM Stainless Steel Blade - Perfect for kitchen Collections \\u2013 Non-Slip Handle, Yellow\", \"asin\": \"B00MG3RPN4\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife, 2.75\\\" New Haven Style Oyster Shucker Clam Knife with Non-Slip Poly Handle, Seafood Opener Seafood Tools (Black)\", \"asin\": \"B091GPT7MK\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"6PCS Oyster Knife with Non-Slip Grip Handle Oyster Shucking Knife Opener Set Clam and Shell Tool Party Supply\", \"asin\": \"B07PR3C7H6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Dalstrong Clam Oyster Knife- 3\\u201d Shellfish & Oyster Shucker Clamp Knife - Gladiator Series Elite - Forged HC German Steel - Crab Eating Utensils- G10 Handle - W/Sheath- NSF Certified\", \"asin\": \"B086LKWZ82\", \"price\": \"$75.00\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Oyster Shucking Knife and Gloves Set Included 2pcs Oyster Shucker Opener New Haven Style, Cut Resistant Glove Professional Guard (1Cloth+1Squeezer)\", \"asin\": \"B07X2SHWZL\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Dexter-Russell (S137PCP) - 4\\\" Galveston-Style Oyster Knife - Sani-Safe Series\", \"asin\": \"B000KI9UNA\", \"price\": \"$24.98\", \"delivery\": \"FREE delivery Mon, Apr 14 Only 3 left in stock - order soon.\"},\n{\"title\": \"Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, 2 Set Oyster Shucking Tool Kit, 2 Stainless Steel Oyster Knifes with Wooden Handle 2 Pairs Oyster Shucking Gloves\", \"asin\": \"B0CZD86CRD\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"UJ Ramelson Co R Murphy New Haven Oyster Knife Shucker (Green Handle)\", \"asin\": \"B01LWK71S7\", \"price\": \"$23.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife, Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife, 2 pack Gloves with Cut Resistant Level 5 Protection, 1 anti-slip cloth and 1 lemon-squeezer for Seafood Lovers\", \"asin\": \"B0DR9DSTRG\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Oyster Shucking Knife Clam Knife Shucker Shellfish Seafood Opener with Non Slip Handle and Level 5 Protection Food Grade Cut Resistant Gloves(XL)\", \"asin\": \"B083BTBRB2\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Winco KCL-3 7.5-Inch Oyster/Clam Knife with 3.5-Inch Blade, Medium, Stainless Steel, Tan\", \"asin\": \"B001VZ8R5S\", \"price\": \"$5.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HiCoup Oyster Shucking Knife and Glove Kit - Clam and Oyster Knife Shucker Set with Stainless Steel Seafood Opener Tool, Wood Handle and Gloves\\ufeff\", \"asin\": \"B00VQFE1MQ\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"TANG SONG 8PCS Oyster Knife Oyster Shucking Knife Oyster Shucker Oyster Opener Oyster Clam Pearl Shell Shucking Knife With Wood Handle\", \"asin\": \"B07JZ27DFP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:30:45.273Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oyster knives and gloves\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\": \"Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\\u2019\\u2019 Stainless steel Oyster Knife\", \"asin\": \"B01MRORYIY\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Oyster Shucking Knife and Gloves Set - Premium Oyster Knife and Oyster Shucking Glove Kit - Professional Oyster Shucker Clam Knife Oyster Opener Tool in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B082XL1YZS\", \"price\": \"$64.97\", \"quantity\": \"\"},\n{\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Oyster Shucker Not Easy to Break and Bend, More Secure with Oyster Shucking Knife Glove (2 Knife and 1 Glove M), Best Oyster Shucking Kit\", \"asin\": \"B07SL31TSX\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Schwer SlicePro ANSI A9 Cut Resistant Glove PR1706, Stainless Steel Mesh Metal Glove, Food Grade for Kitchen Cooking, Butcher Meat Cutting, Oyster Shucking, Mandoline, Fishing, PFAS Free (M, 1 PCS)\", \"asin\": \"B07CTFPCPR\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Schwer SlicePro ANSI A9 Cut Resistant Gloves PR1501, Food Grade Reliable Cutting Gloves, Mandoline Gloves for Kitchen Meat Cutting, Oyster Shucking, Fish Fillet Processing, Wood Working (1 Pair, M)\", \"asin\": \"B08V8J6MGX\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Nonley Oyster Shucking Knife - 2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0DT449LF7\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"BIUWING Oyster Shucker Machine, Oyster Clam Opener Tool Set, Oyster Opener Machine (Upgraded)\", \"asin\": \"B099K67L4F\", \"price\": \"$39.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Rockland Guard Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\\u2019\\u2019 Stainless steel Oyster Knife\", \"asin\": \"B01MRORYIY\"}],\n\"search_results\": [{\"title\": \"Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\\u2019\\u2019 Stainless steel Oyster Knife\", \"asin\": \"B01MRORYIY\", \"price\": \"$13.95\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Dowellife Cut Resistant Gloves Protection, Safety Kitchen Cuts Gloves for Oyster Shucking, Fish Fillet Processing, Mandolin Slicing, Meat Cutting and Wood Carving, 1 Pair (Small)\", \"asin\": \"B06XC11FL8\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Schwer SlicePro ANSI A9 Cut Resistant Glove PR1706, Stainless Steel Mesh Metal Glove, Food Grade for Kitchen Cooking, Butcher Meat Cutting, Oyster Shucking, Mandoline, PFAS Free (L, 1 PCS)\", \"asin\": \"B07CTFYTZK\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife and Gloves Set - Premium Oyster Knife and Oyster Shucking Glove Kit - Professional Oyster Shucker Clam Knife Oyster Opener Tool in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B082XL23RR\", \"price\": \"$64.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\", \"asin\": \"B07L9QTLNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Tarpop 16 Pieces Oyster Shucking Knife Set 8 Stainless Steel Oyster Shuckers Bulk 8 Level 5 Protection Cut Resistant Gloves Seafood Opener Tool Kit for Clam Pearl Shell Shucking\", \"asin\": \"B0BK9BVLSK\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\\u2019\\u2019 Stainless steel Oyster Knife\", \"asin\": \"B01MRORYIY\", \"price\": \"$13.95\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Oyster Shucking Knife,Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife With Comfort Wood-handle,Oyster Shucking Kit With 1 Pairs Of Level 5 Protection Cut-resistant Gloves(L) For Oyster Clam\", \"asin\": \"B097Q3524X\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"6pcs Oyster Shucking Knife Gloves Set,2pcs Stainless Steel Oyster Knives with Wooden Handle,2 Pairs Level 5 Cut Resistant Protection Gloves M&L,Knife Shucker for Seafood Oysters Clam Shell Shucking\", \"asin\": \"B0CSK1P97X\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Schwer ProGuard-X Highest Level Cut Resistant Stainless Steel Metal Mesh Chainmail Glove PM5201 Butcher Glove for Meat Cutting Food Processing Knife Sharpening Oyster Shucking Kitchen Fish Fillet, S\", \"asin\": \"B07DHL5SGH\", \"price\": \"$42.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, 2 Set Oyster Shucking Tool Kit, 2 Stainless Steel Oyster Knifes with Wooden Handle 2 Pairs Oyster Shucking Gloves\", \"asin\": \"B0CZD86CRD\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Clam Knife Shucker Shellfish Seafood Opener with Non Slip Handle and Level 5 Protection Food Grade Cut Resistant Gloves(XL)\", \"asin\": \"B083BTBRB2\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife and Glove Set - Oyster Shucker Kit with 2pcs Knife, 1pair Level5 Protection Gloves, 1pc Kitchen Cloth - Seafood Opener Tools in Storage Bag (Black) - Great Gifts\", \"asin\": \"B0CR8MBKW8\", \"price\": \"$20.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, 2 Set Oyster Shucking Tool Kit, 2 Stainless Steel Oyster Knifes with Wooden Handle 2 Pairs Oyster Shucking Gloves\", \"asin\": \"B0CZD86CRD\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife, Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife, 2 pack Gloves with Cut Resistant Level 5 Protection, 1 anti-slip cloth and 1 lemon-squeezer for Seafood Lovers\", \"asin\": \"B0DR9DSTRG\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Dowellife Cut Resistant Gloves Food Grade Level 5 Protection, Safety Kitchen Cut Gloves for Chef Oyster Shucking Mandolin Knife Butcher Meat Cutting\", \"asin\": \"B06XBSZ1TY\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife and Gloves Set Included 2pcs Oyster Shucker Opener New Haven Style, Cut Resistant Glove Professional Guard (1Cloth+1Squeezer)\", \"asin\": \"B07X2SHWZL\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Oyster Shucker Not Easy to Break and Bend, More Secure with Oyster Shucking Knife Glove (2 Knife and 1 Glove M), Best Oyster Shucking Kit\", \"asin\": \"B07SL31TSX\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Nonley Oyster Shucking Knife, 2 Pack Oyster Knife Shucker Set with Professional Grade Cut Resistant Gloves, Stainless Steel Seafood Opener Tools\", \"asin\": \"B08HHZM9W7\", \"price\": \"$11.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 - Professional Oyster Knife Shucker Clam Opener Kit in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B07994XTLL\", \"price\": \"$64.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife and Glove Set - Oyster Shucker Kit with 2pcs Knife, 1pair Level5 Protection Gloves, 1pc Kitchen Cloth - Seafood Opener Tools in Storage Bag (Black) - Great Gifts\", \"asin\": \"B0CR8MBKW8\", \"price\": \"$20.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Set, Stainless Steel Oyster Shucker with Wooden Handle and 1 Pair Food Grade Cut Resistant Gloves Seafood Opener Tool for All Kinds of Shells and Oysters (Medium)\", \"asin\": \"B0DP8FC67R\", \"price\": \"$6.59\", \"delivery\": \"FREE delivery Sun, Apr 13 Only 9 left in stock - order soon.\"},\n{\"title\": \"Oyster Shucking Kit - Knife Set With Stainless Steel Blade and Non-slip Handle (2 Knives + 2 Gloves)\", \"asin\": \"B0BNFY6DMT\", \"price\": \"$8.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nonley Oyster Shucking Knife, 2 Pack Oyster Knife Shucker Set with Professional Grade Cut Resistant Gloves, Stainless Steel Seafood Opener Tools\", \"asin\": \"B08HHZM9W7\", \"price\": \"$11.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife,Oyster Knife,Sturdy Sharpness Oyster Shucking Kit With Comfort Wood-handle,Oyster Knife And Glove Set With 5-leve Protection Food Grade Cut-resistant Glove (L)\", \"asin\": \"B07SN9CN3J\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Nonley Oyster Shucking Knife - 2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0DT449LF7\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Oyster Shucker Not Easy to Break and Bend, More Secure with Oyster Shucking Knife Glove (2 Knife and 1 Glove M), Best Oyster Shucking Kit\", \"asin\": \"B07SL31TSX\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HiCoup Oyster Shucking Knife and Glove Kit - Clam and Oyster Knife Shucker Set with Stainless Steel Seafood Opener Tool, Wood Handle and Gloves\\ufeff\", \"asin\": \"B00VQFE1MQ\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Oyster Shucking Knife,Oyster Shucker Tools,2 Pairs Oyster Knife and Clam Knife,Level 5 Cut-Resistant Gloves(XL),Oyster Opener for Seafood Lovers\", \"asin\": \"B0DNCYHN6S\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"NIWIN Oysters Knifes Shucker with Shucking Gloves, 2P Oysters Knives and 2P Larges Glove Seafood Opener Kit Tool, WoodColor\", \"asin\": \"B0DP26BJX6\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Only 8 left in stock - order soon.\"},\n{\"title\": \"Dowellife Level 9 Cut Resistant Glove Food Grade, Stainless Steel Mesh Metal Knife Cutting Glove for Butcher Oyster Shucking Kitchen Mandoline Chef Slicing Fish Fillet (Medium)\", \"asin\": \"B0963SBR1K\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife and Gloves Set - Premium Oyster Knife and Oyster Shucking Glove Kit - Professional Oyster Shucker Clam Knife Oyster Opener Tool in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B082XL1YZS\", \"price\": \"$64.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Clam Knife Shucker Shellfish Seafood Opener with Non Slip Handle and Level 5 Protection Food Grade Cut Resistant Gloves(XL)\", \"asin\": \"B083BTBRB2\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NoCry Premium Cut Resistant Gloves Food Grade \\u2014 Level 5 Protection; Ambidextrous; Machine Washable; Superior Comfort and Dexterity; Lightweight; Complimentary eBook\", \"asin\": \"B00MXUHHGK\", \"price\": \"$14.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"OXO Good Grips Stainless Steel Non-Slip Oyster Knife,Black/Silver\", \"asin\": \"B00004OCLC\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Wooden Handle with 2pairs Level-5 Cut Resistant Gloves 2Oyster Shucker Opener for Seafood Tools Set\", \"asin\": \"B0CDH37NP4\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Schwer ProGuard-X Highest Level Cut Resistant Stainless Steel Metal Mesh Chainmail Glove PM5201 Butcher Glove for Meat Cutting Food Processing Knife Sharpening Oyster Shucking Kitchen Fish Fillet, S\", \"asin\": \"B07DHL5SGH\", \"price\": \"$42.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"3 Set Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, Shucking Tool Kit, 3 Stainless Steel Oyster Knifes with Wooden Handle 3 Pairs Oyster Shucking Gloves\", \"asin\": \"B0DSBLCX7W\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 8 left in stock - order soon.\"},\n{\"title\": \"Oyster Shucking Knife, Oyster Knife, Oyster Shucker, Oyster Opener, Oyster Shucking Kit, 2 knifes and 1 Gloves Cut Resistant Gloves\", \"asin\": \"B08GSBJLCX\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 17 left in stock - order soon.\"},\n{\"title\": \"2Oyster Knife Wooden Handle Oyster Shucking Knife Stainless Steel with 2Pairs Level 5 Cut-Resistant Gloves, Oyster Shucker Opener for Kitchen\", \"asin\": \"B0CDH1NBNV\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Cutting Gloves, 2 Pairs of Cut Resistant Gloves Food Grade, Kitchen Gloves for Cutting, Oyster Shucking, Fish Cleaning Gloves, Carving Wood and Gardening(Medium)\", \"asin\": \"B0BNBHNSVJ\", \"price\": \"$9.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife+A9 Cut-Resistant Glove with Portable Case,Stainless Steel Oyster Knife and Oyster Shucking Gloves Kit,Heavy Duty Oyster Opener Tool, Oyster Shucker Tool for Chef\", \"asin\": \"B0CJXVFFY3\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Cut Resistant Gloves - 2 PAIRS Small - Food Grade, Level 5 Protection from Kitchen Knives - Great while Shucking Oysters\", \"asin\": \"B07QVB2Z7H\", \"price\": \"$12.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"2PCS Oyster Shucking Knife + 4PCS A5 Cut-Resistant Gloves(2M+2L),8\\\" Oyster Knife With Extended Ergonomic Handle,Stainless Steel Oyster Shucker Tool Oyster Opener Tool Oyster Shucking Kit\", \"asin\": \"B0CHRNXFV5\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"DOMG Oyster Knife Shucker Set, Wood Handle Oyster Shucking Knife and Cut-resistant Gloves, Clam Shellfish Seafood Opener Kit Tools(2 Knives+1 Pair Gloves L)\", \"asin\": \"B083B9KGKX\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 11 left in stock - order soon.\"},\n{\"title\": \"Oyster Shucking Kit with Gloves - 6.5in Oyster Knife with Protective Cover and Medium-Sized Blue Gloves\", \"asin\": \"B09HR94BR4\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Oyster Shucking Set - Stainless Steel Knife, Wood Clamp Holder, and Cut-Resistant Glove for Seafood Preparation - Protective Tool for Opening Clams and Raw Oysters\", \"asin\": \"B0CSYB7Z3J\", \"price\": \"$18.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Schwer ANSI A9 Cut Resistant Glove, Food Grade Stainless Steel wire Mesh Metal Gloves, Knife Cutting Gloves for kitchen Mandoline Slicing Butcher Meat Cutting Oyster Shucking Fish Fillet\\uff08L, 1 PCS\\uff09\", \"asin\": \"B07QKLQT4P\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Stainless Steel Oyster Shucker Tool,Portable Oyster Shucking Knife,Easy to Use Oyster Knife,Oyster Opener Machine for Home Use,Including Two Oyster Shucking Knife,a pair of Glove and one G-Clip.\", \"asin\": \"B0DNPJXDQW\", \"price\": \"$29.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Palksky Oyster Shucking Gloves, Oyster Shucker Tool Protectors Handguard, Oyster Opener Machine Kit, Easy to Use Oyster Holders Seafood Tool (Green-Black\", \"asin\": \"B0CRQXYY39\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Schwer SlicePro ANSI A9 Cut Resistant Gloves PR1501, Food Grade Reliable Cutting Gloves, Mandoline Gloves for Kitchen Meat Cutting, Oyster Shucking, Fish Fillet Processing, Wood Working (1 Pair, M)\", \"asin\": \"B08V8J6MGX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Oyster Knives Oyster Knife Set Multifunctional Toadfish Seafood Opener Kit Tools Gift Stainless Steel Handle+Cut-Resistant Gloves (L)\", \"asin\": \"B0DQPM4JTR\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Oyster Shucking Knife German Stainless Steel 1.4116, Sharp Tip Oyster Shucker with Finger Guard, Shuck Oyster Knife Pry Open Shell, 3.2\\\" Opener Tool G10 Handle with Storage Case\", \"asin\": \"B0DHZ1YH7X\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Cut Resistant Gloves, Safety Work Gloves Level 5 Protection for Meat Cutting Oyster Shucking Carving Wood Gardening\", \"asin\": \"B0DP77ZJJ2\", \"price\": \"$4.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Level 9 Cut Resistant Kitchen Glove,Food Grade,Machine Washable,Stainless Steel Wire Metal Mesh Safety Work Glove for Mandolin,Meat Cutting,Oyster Shucking,and Wood Working (Large)\", \"asin\": \"B0BTZX47X8\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)\", \"asin\": \"B0BYFGDVKT\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"MGTECH 10 Pcs Oyster Shucking Knives, Bulk Oyster Shucker Clam Opener\", \"asin\": \"B0BVMB617V\", \"price\": \"$18.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Dexter-Russell \\u2013 2.75\\\" New Haven Style Oyster Knife - Sani-Safe Series, Carbon Steel, medium, Original version\", \"asin\": \"B004NG98L4\", \"price\": \"$17.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucker Tool Set Adjustable Oyster Clam Opener with Shucking Knives Gloves and G-clip\", \"asin\": \"B0D9GP5X8T\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife with 4 Gloves, Stainless Steel Shucker Oyster Knife Set for Ark Shell, Clams\", \"asin\": \"B09BJJJMCH\", \"price\": \"$15.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 20 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:32:24.904Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T19:32:24.904Z
|
click_product
|
B07L9QTLNQ
|
rule
|
train
| 971 |
2025-04-10T19:32:24.904Z
|
click_product
|
B07L9QTLNQ
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
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{"title": "OXO Good Grips Stainless Steel Non-Slip Oyster Knife,Black/Silver", "asin": "B00004OCLC", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Oyster Shucking Knife Wooden Handle with 2pairs Level-5 Cut Resistant Gloves 2Oyster Shucker Opener for Seafood Tools Set", "asin": "B0CDH37NP4", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Schwer ProGuard-X Highest Level Cut Resistant Stainless Steel Metal Mesh Chainmail Glove PM5201 Butcher Glove for Meat Cutting Food Processing Knife Sharpening Oyster Shucking Kitchen Fish Fillet, S", "asin": "B07DHL5SGH", "price": "$42.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "3 Set Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, Shucking Tool Kit, 3 Stainless Steel Oyster Knifes with Wooden Handle 3 Pairs Oyster Shucking Gloves", "asin": "B0DSBLCX7W", "price": "$20.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 8 left in stock - order soon."},
{"title": "Oyster Shucking Knife, Oyster Knife, Oyster Shucker, Oyster Opener, Oyster Shucking Kit, 2 knifes and 1 Gloves Cut Resistant Gloves", "asin": "B08GSBJLCX", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, Apr 12 Only 17 left in stock - order soon."},
{"title": "2Oyster Knife Wooden Handle Oyster Shucking Knife Stainless Steel with 2Pairs Level 5 Cut-Resistant Gloves, Oyster Shucker Opener for Kitchen", "asin": "B0CDH1NBNV", "price": "$13.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Cutting Gloves, 2 Pairs of Cut Resistant Gloves Food Grade, Kitchen Gloves for Cutting, Oyster Shucking, Fish Cleaning Gloves, Carving Wood and Gardening(Medium)", "asin": "B0BNBHNSVJ", "price": "$9.78", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Oyster Shucking Knife+A9 Cut-Resistant Glove with Portable Case,Stainless Steel Oyster Knife and Oyster Shucking Gloves Kit,Heavy Duty Oyster Opener Tool, Oyster Shucker Tool for Chef", "asin": "B0CJXVFFY3", "price": "$59.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "Cut Resistant Gloves - 2 PAIRS Small - Food Grade, Level 5 Protection from Kitchen Knives - Great while Shucking Oysters", "asin": "B07QVB2Z7H", "price": "$12.45", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "2PCS Oyster Shucking Knife + 4PCS A5 Cut-Resistant Gloves(2M+2L),8\" Oyster Knife With Extended Ergonomic Handle,Stainless Steel Oyster Shucker Tool Oyster Opener Tool Oyster Shucking Kit", "asin": "B0CHRNXFV5", "price": "$12.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "DOMG Oyster Knife Shucker Set, Wood Handle Oyster Shucking Knife and Cut-resistant Gloves, Clam Shellfish Seafood Opener Kit Tools(2 Knives+1 Pair Gloves L)", "asin": "B083B9KGKX", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 11 left in stock - order soon."},
{"title": "Oyster Shucking Kit with Gloves - 6.5in Oyster Knife with Protective Cover and Medium-Sized Blue Gloves", "asin": "B09HR94BR4", "price": "$8.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "Oyster Shucking Set - Stainless Steel Knife, Wood Clamp Holder, and Cut-Resistant Glove for Seafood Preparation - Protective Tool for Opening Clams and Raw Oysters", "asin": "B0CSYB7Z3J", "price": "$18.58", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Schwer ANSI A9 Cut Resistant Glove, Food Grade Stainless Steel wire Mesh Metal Gloves, Knife Cutting Gloves for kitchen Mandoline Slicing Butcher Meat Cutting Oyster Shucking Fish Fillet\uff08L, 1 PCS\uff09", "asin": "B07QKLQT4P", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Stainless Steel Oyster Shucker Tool,Portable Oyster Shucking Knife,Easy to Use Oyster Knife,Oyster Opener Machine for Home Use,Including Two Oyster Shucking Knife,a pair of Glove and one G-Clip.", "asin": "B0DNPJXDQW", "price": "$29.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Palksky Oyster Shucking Gloves, Oyster Shucker Tool Protectors Handguard, Oyster Opener Machine Kit, Easy to Use Oyster Holders Seafood Tool (Green-Black", "asin": "B0CRQXYY39", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Schwer SlicePro ANSI A9 Cut Resistant Gloves PR1501, Food Grade Reliable Cutting Gloves, Mandoline Gloves for Kitchen Meat Cutting, Oyster Shucking, Fish Fillet Processing, Wood Working (1 Pair, M)", "asin": "B08V8J6MGX", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Oyster Shucking Knife Oyster Knives Oyster Knife Set Multifunctional Toadfish Seafood Opener Kit Tools Gift Stainless Steel Handle+Cut-Resistant Gloves (L)", "asin": "B0DQPM4JTR", "price": "$15.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Oyster Shucking Knife German Stainless Steel 1.4116, Sharp Tip Oyster Shucker with Finger Guard, Shuck Oyster Knife Pry Open Shell, 3.2\" Opener Tool G10 Handle with Storage Case", "asin": "B0DHZ1YH7X", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Cut Resistant Gloves, Safety Work Gloves Level 5 Protection for Meat Cutting Oyster Shucking Carving Wood Gardening", "asin": "B0DP77ZJJ2", "price": "$4.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Level 9 Cut Resistant Kitchen Glove,Food Grade,Machine Washable,Stainless Steel Wire Metal Mesh Safety Work Glove for Mandolin,Meat Cutting,Oyster Shucking,and Wood Working (Large)", "asin": "B0BTZX47X8", "price": "$8.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)", "asin": "B0BYFGDVKT", "price": "$6.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "MGTECH 10 Pcs Oyster Shucking Knives, Bulk Oyster Shucker Clam Opener", "asin": "B0BVMB617V", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Dexter-Russell \u2013 2.75\" New Haven Style Oyster Knife - Sani-Safe Series, Carbon Steel, medium, Original version", "asin": "B004NG98L4", "price": "$17.72", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Oyster Shucker Tool Set Adjustable Oyster Clam Opener with Shucking Knives Gloves and G-clip", "asin": "B0D9GP5X8T", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Oyster Shucking Knife with 4 Gloves, Stainless Steel Shucker Oyster Knife Set for Ark Shell, Clams", "asin": "B09BJJJMCH", "price": "$15.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 20 left in stock - order soon."}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T19:32:24.904Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T19:32:24.904Z\",\"action\": \"click_product\",\"acion_argument\": \"B07L9QTLNQ\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T19:32:24.904Z\",\"action\": \"click_product\",\"acion_argument\": \"B07L9QTLNQ\",}</answer>",
"index": 971,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oyster knives and gloves\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\": \"Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\\u2019\\u2019 Stainless steel Oyster Knife\", \"asin\": \"B01MRORYIY\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Oyster Shucking Knife and Gloves Set - Premium Oyster Knife and Oyster Shucking Glove Kit - Professional Oyster Shucker Clam Knife Oyster Opener Tool in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B082XL1YZS\", \"price\": \"$64.97\", \"quantity\": \"\"},\n{\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Oyster Shucker Not Easy to Break and Bend, More Secure with Oyster Shucking Knife Glove (2 Knife and 1 Glove M), Best Oyster Shucking Kit\", \"asin\": \"B07SL31TSX\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Schwer SlicePro ANSI A9 Cut Resistant Glove PR1706, Stainless Steel Mesh Metal Glove, Food Grade for Kitchen Cooking, Butcher Meat Cutting, Oyster Shucking, Mandoline, Fishing, PFAS Free (M, 1 PCS)\", \"asin\": \"B07CTFPCPR\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Schwer SlicePro ANSI A9 Cut Resistant Gloves PR1501, Food Grade Reliable Cutting Gloves, Mandoline Gloves for Kitchen Meat Cutting, Oyster Shucking, Fish Fillet Processing, Wood Working (1 Pair, M)\", \"asin\": \"B08V8J6MGX\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Nonley Oyster Shucking Knife - 2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0DT449LF7\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"BIUWING Oyster Shucker Machine, Oyster Clam Opener Tool Set, Oyster Opener Machine (Upgraded)\", \"asin\": \"B099K67L4F\", \"price\": \"$39.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Rockland Guard Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\\u2019\\u2019 Stainless steel Oyster Knife\", \"asin\": \"B01MRORYIY\"}],\n\"search_results\": [{\"title\": \"Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\\u2019\\u2019 Stainless steel Oyster Knife\", \"asin\": \"B01MRORYIY\", \"price\": \"$13.95\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Dowellife Cut Resistant Gloves Protection, Safety Kitchen Cuts Gloves for Oyster Shucking, Fish Fillet Processing, Mandolin Slicing, Meat Cutting and Wood Carving, 1 Pair (Small)\", \"asin\": \"B06XC11FL8\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Schwer SlicePro ANSI A9 Cut Resistant Glove PR1706, Stainless Steel Mesh Metal Glove, Food Grade for Kitchen Cooking, Butcher Meat Cutting, Oyster Shucking, Mandoline, PFAS Free (L, 1 PCS)\", \"asin\": \"B07CTFYTZK\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife and Gloves Set - Premium Oyster Knife and Oyster Shucking Glove Kit - Professional Oyster Shucker Clam Knife Oyster Opener Tool in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B082XL23RR\", \"price\": \"$64.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\", \"asin\": \"B07L9QTLNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Tarpop 16 Pieces Oyster Shucking Knife Set 8 Stainless Steel Oyster Shuckers Bulk 8 Level 5 Protection Cut Resistant Gloves Seafood Opener Tool Kit for Clam Pearl Shell Shucking\", \"asin\": \"B0BK9BVLSK\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\\u2019\\u2019 Stainless steel Oyster Knife\", \"asin\": \"B01MRORYIY\", \"price\": \"$13.95\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Oyster Shucking Knife,Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife With Comfort Wood-handle,Oyster Shucking Kit With 1 Pairs Of Level 5 Protection Cut-resistant Gloves(L) For Oyster Clam\", \"asin\": \"B097Q3524X\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"6pcs Oyster Shucking Knife Gloves Set,2pcs Stainless Steel Oyster Knives with Wooden Handle,2 Pairs Level 5 Cut Resistant Protection Gloves M&L,Knife Shucker for Seafood Oysters Clam Shell Shucking\", \"asin\": \"B0CSK1P97X\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Schwer ProGuard-X Highest Level Cut Resistant Stainless Steel Metal Mesh Chainmail Glove PM5201 Butcher Glove for Meat Cutting Food Processing Knife Sharpening Oyster Shucking Kitchen Fish Fillet, S\", \"asin\": \"B07DHL5SGH\", \"price\": \"$42.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, 2 Set Oyster Shucking Tool Kit, 2 Stainless Steel Oyster Knifes with Wooden Handle 2 Pairs Oyster Shucking Gloves\", \"asin\": \"B0CZD86CRD\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Clam Knife Shucker Shellfish Seafood Opener with Non Slip Handle and Level 5 Protection Food Grade Cut Resistant Gloves(XL)\", \"asin\": \"B083BTBRB2\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife and Glove Set - Oyster Shucker Kit with 2pcs Knife, 1pair Level5 Protection Gloves, 1pc Kitchen Cloth - Seafood Opener Tools in Storage Bag (Black) - Great Gifts\", \"asin\": \"B0CR8MBKW8\", \"price\": \"$20.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, 2 Set Oyster Shucking Tool Kit, 2 Stainless Steel Oyster Knifes with Wooden Handle 2 Pairs Oyster Shucking Gloves\", \"asin\": \"B0CZD86CRD\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife, Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife, 2 pack Gloves with Cut Resistant Level 5 Protection, 1 anti-slip cloth and 1 lemon-squeezer for Seafood Lovers\", \"asin\": \"B0DR9DSTRG\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Dowellife Cut Resistant Gloves Food Grade Level 5 Protection, Safety Kitchen Cut Gloves for Chef Oyster Shucking Mandolin Knife Butcher Meat Cutting\", \"asin\": \"B06XBSZ1TY\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife and Gloves Set Included 2pcs Oyster Shucker Opener New Haven Style, Cut Resistant Glove Professional Guard (1Cloth+1Squeezer)\", \"asin\": \"B07X2SHWZL\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Oyster Shucker Not Easy to Break and Bend, More Secure with Oyster Shucking Knife Glove (2 Knife and 1 Glove M), Best Oyster Shucking Kit\", \"asin\": \"B07SL31TSX\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Nonley Oyster Shucking Knife, 2 Pack Oyster Knife Shucker Set with Professional Grade Cut Resistant Gloves, Stainless Steel Seafood Opener Tools\", \"asin\": \"B08HHZM9W7\", \"price\": \"$11.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Set of 2 - Professional Oyster Knife Shucker Clam Opener Kit in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B07994XTLL\", \"price\": \"$64.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife and Glove Set - Oyster Shucker Kit with 2pcs Knife, 1pair Level5 Protection Gloves, 1pc Kitchen Cloth - Seafood Opener Tools in Storage Bag (Black) - Great Gifts\", \"asin\": \"B0CR8MBKW8\", \"price\": \"$20.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Set, Stainless Steel Oyster Shucker with Wooden Handle and 1 Pair Food Grade Cut Resistant Gloves Seafood Opener Tool for All Kinds of Shells and Oysters (Medium)\", \"asin\": \"B0DP8FC67R\", \"price\": \"$6.59\", \"delivery\": \"FREE delivery Sun, Apr 13 Only 9 left in stock - order soon.\"},\n{\"title\": \"Oyster Shucking Kit - Knife Set With Stainless Steel Blade and Non-slip Handle (2 Knives + 2 Gloves)\", \"asin\": \"B0BNFY6DMT\", \"price\": \"$8.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nonley Oyster Shucking Knife, 2 Pack Oyster Knife Shucker Set with Professional Grade Cut Resistant Gloves, Stainless Steel Seafood Opener Tools\", \"asin\": \"B08HHZM9W7\", \"price\": \"$11.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife,Oyster Knife,Sturdy Sharpness Oyster Shucking Kit With Comfort Wood-handle,Oyster Knife And Glove Set With 5-leve Protection Food Grade Cut-resistant Glove (L)\", \"asin\": \"B07SN9CN3J\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Nonley Oyster Shucking Knife - 2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0DT449LF7\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Oyster Shucker Not Easy to Break and Bend, More Secure with Oyster Shucking Knife Glove (2 Knife and 1 Glove M), Best Oyster Shucking Kit\", \"asin\": \"B07SL31TSX\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HiCoup Oyster Shucking Knife and Glove Kit - Clam and Oyster Knife Shucker Set with Stainless Steel Seafood Opener Tool, Wood Handle and Gloves\\ufeff\", \"asin\": \"B00VQFE1MQ\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Oyster Shucking Knife,Oyster Shucker Tools,2 Pairs Oyster Knife and Clam Knife,Level 5 Cut-Resistant Gloves(XL),Oyster Opener for Seafood Lovers\", \"asin\": \"B0DNCYHN6S\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"NIWIN Oysters Knifes Shucker with Shucking Gloves, 2P Oysters Knives and 2P Larges Glove Seafood Opener Kit Tool, WoodColor\", \"asin\": \"B0DP26BJX6\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Only 8 left in stock - order soon.\"},\n{\"title\": \"Dowellife Level 9 Cut Resistant Glove Food Grade, Stainless Steel Mesh Metal Knife Cutting Glove for Butcher Oyster Shucking Kitchen Mandoline Chef Slicing Fish Fillet (Medium)\", \"asin\": \"B0963SBR1K\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife and Gloves Set - Premium Oyster Knife and Oyster Shucking Glove Kit - Professional Oyster Shucker Clam Knife Oyster Opener Tool in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B082XL1YZS\", \"price\": \"$64.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Clam Knife Shucker Shellfish Seafood Opener with Non Slip Handle and Level 5 Protection Food Grade Cut Resistant Gloves(XL)\", \"asin\": \"B083BTBRB2\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"NoCry Premium Cut Resistant Gloves Food Grade \\u2014 Level 5 Protection; Ambidextrous; Machine Washable; Superior Comfort and Dexterity; Lightweight; Complimentary eBook\", \"asin\": \"B00MXUHHGK\", \"price\": \"$14.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"OXO Good Grips Stainless Steel Non-Slip Oyster Knife,Black/Silver\", \"asin\": \"B00004OCLC\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Wooden Handle with 2pairs Level-5 Cut Resistant Gloves 2Oyster Shucker Opener for Seafood Tools Set\", \"asin\": \"B0CDH37NP4\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Schwer ProGuard-X Highest Level Cut Resistant Stainless Steel Metal Mesh Chainmail Glove PM5201 Butcher Glove for Meat Cutting Food Processing Knife Sharpening Oyster Shucking Kitchen Fish Fillet, S\", \"asin\": \"B07DHL5SGH\", \"price\": \"$42.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"3 Set Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, Shucking Tool Kit, 3 Stainless Steel Oyster Knifes with Wooden Handle 3 Pairs Oyster Shucking Gloves\", \"asin\": \"B0DSBLCX7W\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 8 left in stock - order soon.\"},\n{\"title\": \"Oyster Shucking Knife, Oyster Knife, Oyster Shucker, Oyster Opener, Oyster Shucking Kit, 2 knifes and 1 Gloves Cut Resistant Gloves\", \"asin\": \"B08GSBJLCX\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 17 left in stock - order soon.\"},\n{\"title\": \"2Oyster Knife Wooden Handle Oyster Shucking Knife Stainless Steel with 2Pairs Level 5 Cut-Resistant Gloves, Oyster Shucker Opener for Kitchen\", \"asin\": \"B0CDH1NBNV\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Cutting Gloves, 2 Pairs of Cut Resistant Gloves Food Grade, Kitchen Gloves for Cutting, Oyster Shucking, Fish Cleaning Gloves, Carving Wood and Gardening(Medium)\", \"asin\": \"B0BNBHNSVJ\", \"price\": \"$9.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife+A9 Cut-Resistant Glove with Portable Case,Stainless Steel Oyster Knife and Oyster Shucking Gloves Kit,Heavy Duty Oyster Opener Tool, Oyster Shucker Tool for Chef\", \"asin\": \"B0CJXVFFY3\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Cut Resistant Gloves - 2 PAIRS Small - Food Grade, Level 5 Protection from Kitchen Knives - Great while Shucking Oysters\", \"asin\": \"B07QVB2Z7H\", \"price\": \"$12.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"2PCS Oyster Shucking Knife + 4PCS A5 Cut-Resistant Gloves(2M+2L),8\\\" Oyster Knife With Extended Ergonomic Handle,Stainless Steel Oyster Shucker Tool Oyster Opener Tool Oyster Shucking Kit\", \"asin\": \"B0CHRNXFV5\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"DOMG Oyster Knife Shucker Set, Wood Handle Oyster Shucking Knife and Cut-resistant Gloves, Clam Shellfish Seafood Opener Kit Tools(2 Knives+1 Pair Gloves L)\", \"asin\": \"B083B9KGKX\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 11 left in stock - order soon.\"},\n{\"title\": \"Oyster Shucking Kit with Gloves - 6.5in Oyster Knife with Protective Cover and Medium-Sized Blue Gloves\", \"asin\": \"B09HR94BR4\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Oyster Shucking Set - Stainless Steel Knife, Wood Clamp Holder, and Cut-Resistant Glove for Seafood Preparation - Protective Tool for Opening Clams and Raw Oysters\", \"asin\": \"B0CSYB7Z3J\", \"price\": \"$18.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Schwer ANSI A9 Cut Resistant Glove, Food Grade Stainless Steel wire Mesh Metal Gloves, Knife Cutting Gloves for kitchen Mandoline Slicing Butcher Meat Cutting Oyster Shucking Fish Fillet\\uff08L, 1 PCS\\uff09\", \"asin\": \"B07QKLQT4P\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Stainless Steel Oyster Shucker Tool,Portable Oyster Shucking Knife,Easy to Use Oyster Knife,Oyster Opener Machine for Home Use,Including Two Oyster Shucking Knife,a pair of Glove and one G-Clip.\", \"asin\": \"B0DNPJXDQW\", \"price\": \"$29.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Palksky Oyster Shucking Gloves, Oyster Shucker Tool Protectors Handguard, Oyster Opener Machine Kit, Easy to Use Oyster Holders Seafood Tool (Green-Black\", \"asin\": \"B0CRQXYY39\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Schwer SlicePro ANSI A9 Cut Resistant Gloves PR1501, Food Grade Reliable Cutting Gloves, Mandoline Gloves for Kitchen Meat Cutting, Oyster Shucking, Fish Fillet Processing, Wood Working (1 Pair, M)\", \"asin\": \"B08V8J6MGX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife Oyster Knives Oyster Knife Set Multifunctional Toadfish Seafood Opener Kit Tools Gift Stainless Steel Handle+Cut-Resistant Gloves (L)\", \"asin\": \"B0DQPM4JTR\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Oyster Shucking Knife German Stainless Steel 1.4116, Sharp Tip Oyster Shucker with Finger Guard, Shuck Oyster Knife Pry Open Shell, 3.2\\\" Opener Tool G10 Handle with Storage Case\", \"asin\": \"B0DHZ1YH7X\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Cut Resistant Gloves, Safety Work Gloves Level 5 Protection for Meat Cutting Oyster Shucking Carving Wood Gardening\", \"asin\": \"B0DP77ZJJ2\", \"price\": \"$4.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Level 9 Cut Resistant Kitchen Glove,Food Grade,Machine Washable,Stainless Steel Wire Metal Mesh Safety Work Glove for Mandolin,Meat Cutting,Oyster Shucking,and Wood Working (Large)\", \"asin\": \"B0BTZX47X8\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)\", \"asin\": \"B0BYFGDVKT\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"MGTECH 10 Pcs Oyster Shucking Knives, Bulk Oyster Shucker Clam Opener\", \"asin\": \"B0BVMB617V\", \"price\": \"$18.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Dexter-Russell \\u2013 2.75\\\" New Haven Style Oyster Knife - Sani-Safe Series, Carbon Steel, medium, Original version\", \"asin\": \"B004NG98L4\", \"price\": \"$17.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucker Tool Set Adjustable Oyster Clam Opener with Shucking Knives Gloves and G-clip\", \"asin\": \"B0D9GP5X8T\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Oyster Shucking Knife with 4 Gloves, Stainless Steel Shucker Oyster Knife Set for Ark Shell, Clams\", \"asin\": \"B09BJJJMCH\", \"price\": \"$15.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 20 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:32:24.904Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oyster knives and gloves\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B07L9QTLNQ\"},\n{\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\"},\n{\"price\": \"$14.99\"},\n{\"bullet_list\": \"\\u3010AWAY FROM HURT\\u3011Gloves made of Highest Cut Resistance Level Material on the market. Thick knife blade is only sharp where it needs to be. Making it perfect for not only the beginner shucker but professionary. \\u3010NON-SLIP DESIGN\\u3011WENDOM knife have concavo-convex pattern design on handle,soft and comfortable to grip,won't slip in your hand. \\u3010STRONG&DURABLE\\u3011Forged from top quality 3CR13 Stainless Steel&Professionally Sharpened,not like cheap thin blade bent when work. You can easily&effectively open any type of seafood shell. Strength you can trust! \\u3010BEST PRACTICAL&VALUED SET\\u3011Included 2oyster knives,a pair of gloves,anti-slip cloth and a lemon-squeezer for our customer. All in 1 set,can be use for working,party,picnic,BBQ,dinner,travel and so on. \\u3010GREAT AS GIFT\\u3011WENDOM set pack into a exquisite box, great as a birthday or festival gift for oyster lovers,chef,families and friends.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:33:12.574Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T19:33:12.574Z
|
purchase
|
B07L9QTLNQ
|
rule
|
train
| 972 |
2025-04-10T19:33:12.574Z
|
purchase
|
B07L9QTLNQ
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"}
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "oyster knives and gloves"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.74", "quantity": "1"},
{"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"},
{"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"},
{"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": "B07L9QTLNQ"},
{"title": "Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)"},
{"price": "$14.99"},
{"bullet_list": "\u3010AWAY FROM HURT\u3011Gloves made of Highest Cut Resistance Level Material on the market. Thick knife blade is only sharp where it needs to be. Making it perfect for not only the beginner shucker but professionary. \u3010NON-SLIP DESIGN\u3011WENDOM knife have concavo-convex pattern design on handle,soft and comfortable to grip,won't slip in your hand. \u3010STRONG&DURABLE\u3011Forged from top quality 3CR13 Stainless Steel&Professionally Sharpened,not like cheap thin blade bent when work. You can easily&effectively open any type of seafood shell. Strength you can trust! \u3010BEST PRACTICAL&VALUED SET\u3011Included 2oyster knives,a pair of gloves,anti-slip cloth and a lemon-squeezer for our customer. All in 1 set,can be use for working,party,picnic,BBQ,dinner,travel and so on. \u3010GREAT AS GIFT\u3011WENDOM set pack into a exquisite box, great as a birthday or festival gift for oyster lovers,chef,families and friends."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T19:33:12.574Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T19:33:12.574Z\",\"action\": \"purchase\",\"acion_argument\": \"B07L9QTLNQ\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T19:33:12.574Z\",\"action\": \"purchase\",\"acion_argument\": \"B07L9QTLNQ\",}</answer>",
"index": 972,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oyster knives and gloves\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B07L9QTLNQ\"},\n{\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\"},\n{\"price\": \"$14.99\"},\n{\"bullet_list\": \"\\u3010AWAY FROM HURT\\u3011Gloves made of Highest Cut Resistance Level Material on the market. Thick knife blade is only sharp where it needs to be. Making it perfect for not only the beginner shucker but professionary. \\u3010NON-SLIP DESIGN\\u3011WENDOM knife have concavo-convex pattern design on handle,soft and comfortable to grip,won't slip in your hand. \\u3010STRONG&DURABLE\\u3011Forged from top quality 3CR13 Stainless Steel&Professionally Sharpened,not like cheap thin blade bent when work. You can easily&effectively open any type of seafood shell. Strength you can trust! \\u3010BEST PRACTICAL&VALUED SET\\u3011Included 2oyster knives,a pair of gloves,anti-slip cloth and a lemon-squeezer for our customer. All in 1 set,can be use for working,party,picnic,BBQ,dinner,travel and so on. \\u3010GREAT AS GIFT\\u3011WENDOM set pack into a exquisite box, great as a birthday or festival gift for oyster lovers,chef,families and friends.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:33:12.574Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|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\": \"2025-04-10T19:34:50.830Z\", // 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
|
2025-04-10T19:34:50.830Z
|
click
|
nav_bar
|
rule
|
train
| 973 |
2025-04-10T19:34:50.830Z
|
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": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|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": "2025-04-10T19:34:50.830Z", // 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\": \"2025-04-10T19:34:50.830Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T19:34:50.830Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 973,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|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\": \"2025-04-10T19:34:50.830Z\", // 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{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"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\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Compressed Air Duster-3 Gear Adjustable 100000RPM Electric Air Duster with LED Light, Rechargeable Cordless Air Blower for Keyboard Electric Devices Cleaning. Replaces Compressed Air Cans (Black)\", \"asin\": \"B0CFQC4DB3\", \"price\": \"$29.44\", \"quantity\": \"\"},\n{\"title\": \"Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop\", \"asin\": \"B07KQ1T158\", \"price\": \"$7.88\", \"quantity\": \"\"},\n{\"title\": \"AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0DKFMSMYK\", \"price\": \"$479.00\", \"quantity\": \"\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"B09PY8WQHJ\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Thermal Grizzly Kryonaut - 1 Gram - Extremly High Performance Thermal Paste - for Demanding Applications and Overclocking CPU/GPU/PS4/PS5/Xbox\", \"asin\": \"B011F7W3LU\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO w/ Heatsink SSD 2TB, PCIe Gen4 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up To 7,450MB/s for High End Computing, Workstations, Compatible w/ PlayStation 5, MZ-V9P2T0CW\", \"asin\": \"B0BHJDY57J\", \"price\": \"$166.59\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC EAGLE Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"B08CXQN86W\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Soldering Mat - Large, Heat Resistant Up to 932F, Magnetic, Silicone Work Mat for Soldering Iron, Electronic & PC Building - Size 21.7\\\" x 15.8\", \"asin\": \"B0D4TMNG7F\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"NIVEA Luminous 630 Spot Serum AA (Reduce And Lighten Deep Dark Spots At The Root In Just 2 Weeks, And Prevent Their Re Appearance) 30ml\", \"asin\": \"B0CHJ22T5G\", \"price\": \"$25.79\", \"quantity\": \"\"},\n{\"title\": \"Kaisi S-160 Soldering Mat Insulation Silicone Magnetic Repair Work Station Mat Heat-Resistant for BGA and Gun Soldering Iron, Workbench, Cell Phone Laptop Repair, Size: 17.8 x 11.8 inch\", \"asin\": \"B073RFKHD6\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG SSD 9100 PRO 4TB, PCIe 5.0x4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best for AI Computing, Gaming, and Heavy Duty Workstations (MZ VAP4T0B/AM)\", \"asin\": \"B0DX2GJ1YR\", \"price\": \"$549.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\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\", \"delivery\": \"FREE delivery Apr 15 - 18 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"64GB (2x 32GB)\"}, {\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}, {\"Color\": \"Black\"}]},\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\", \"delivery\": \"Eligible for FREE international delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"1200W\"}, {\"Style\": \"Platinum\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"990 PRO\"}, {\"Capacity\": \"2TB\"}]},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Grey*1 Pair\"}]},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Apr 19 - 28\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:54:51.255Z\", // 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
|
2025-04-10T19:54:51.255Z
|
input
|
sofa side table
|
rule
|
train
| 974 |
2025-04-10T19:54:51.255Z
|
input
|
sofa side table
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T19:34:50.830Z", "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": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "B07L9BDY3T", "price": "$6.99", "quantity": ""},
{"title": "Compressed Air Duster-3 Gear Adjustable 100000RPM Electric Air Duster with LED Light, Rechargeable Cordless Air Blower for Keyboard Electric Devices Cleaning. Replaces Compressed Air Cans (Black)", "asin": "B0CFQC4DB3", "price": "$29.44", "quantity": ""},
{"title": "Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop", "asin": "B07KQ1T158", "price": "$7.88", "quantity": ""},
{"title": "AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor", "asin": "B0DKFMSMYK", "price": "$479.00", "quantity": ""},
{"title": "JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch", "asin": "B09PY8WQHJ", "price": "$10.99", "quantity": ""},
{"title": "Thermal Grizzly Kryonaut - 1 Gram - Extremly High Performance Thermal Paste - for Demanding Applications and Overclocking CPU/GPU/PS4/PS5/Xbox", "asin": "B011F7W3LU", "price": "$9.99", "quantity": ""},
{"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$299.99", "quantity": ""},
{"title": "SAMSUNG 990 PRO w/ Heatsink SSD 2TB, PCIe Gen4 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up To 7,450MB/s for High End Computing, Workstations, Compatible w/ PlayStation 5, MZ-V9P2T0CW", "asin": "B0BHJDY57J", "price": "$166.59", "quantity": ""},
{"title": "ARCTIC EAGLE Anti Static Wrist Strap, 11\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\" to 8.5\". [Regular Size]", "asin": "B08CXQN86W", "price": "$5.39", "quantity": ""},
{"title": "STREBITO Anti Static Wrist Strap, 11\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair", "asin": "B0BF5JKZ2F", "price": "$5.09", "quantity": ""},
{"title": "STREBITO Soldering Mat - Large, Heat Resistant Up to 932F, Magnetic, Silicone Work Mat for Soldering Iron, Electronic & PC Building - Size 21.7\" x 15.8", "asin": "B0D4TMNG7F", "price": "$21.59", "quantity": ""},
{"title": "NIVEA Luminous 630 Spot Serum AA (Reduce And Lighten Deep Dark Spots At The Root In Just 2 Weeks, And Prevent Their Re Appearance) 30ml", "asin": "B0CHJ22T5G", "price": "$25.79", "quantity": ""},
{"title": "Kaisi S-160 Soldering Mat Insulation Silicone Magnetic Repair Work Station Mat Heat-Resistant for BGA and Gun Soldering Iron, Workbench, Cell Phone Laptop Repair, Size: 17.8 x 11.8 inch", "asin": "B073RFKHD6", "price": "$12.99", "quantity": ""},
{"title": "SAMSUNG SSD 9100 PRO 4TB, PCIe 5.0x4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best for AI Computing, Gaming, and Heavy Duty Workstations (MZ VAP4T0B/AM)", "asin": "B0DX2GJ1YR", "price": "$549.99", "quantity": ""}],
"active_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"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", "delivery": "FREE delivery Apr 15 - 18 for Prime members FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "64GB (2x 32GB)"}, {"Style": "DDR5-6000 CL28-36-36-96 1.40V"}, {"Color": "Black"}]},
{"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", "delivery": "Eligible for FREE international delivery", "quantity": "1", "selected": true, "options": [{"Size": "1200W"}, {"Style": "Platinum"}, {"Color": "Black"}]},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "990 PRO"}, {"Capacity": "2TB"}]},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Large"}, {"Color": "Grey*1 Pair"}]},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "delivery": "Delivery Apr 19 - 28", "selected": true, "options": []}],
"saved_items": [{"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "options": [{"Style": "Labels"}]},
{"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T19:54:51.255Z", // 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\": \"2025-04-10T19:54:51.255Z\",\"action\": \"input\",\"acion_argument\": \"sofa side table\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T19:54:51.255Z\",\"action\": \"input\",\"acion_argument\": \"sofa side table\",}</answer>",
"index": 974,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"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\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Compressed Air Duster-3 Gear Adjustable 100000RPM Electric Air Duster with LED Light, Rechargeable Cordless Air Blower for Keyboard Electric Devices Cleaning. Replaces Compressed Air Cans (Black)\", \"asin\": \"B0CFQC4DB3\", \"price\": \"$29.44\", \"quantity\": \"\"},\n{\"title\": \"Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop\", \"asin\": \"B07KQ1T158\", \"price\": \"$7.88\", \"quantity\": \"\"},\n{\"title\": \"AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0DKFMSMYK\", \"price\": \"$479.00\", \"quantity\": \"\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"B09PY8WQHJ\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Thermal Grizzly Kryonaut - 1 Gram - Extremly High Performance Thermal Paste - for Demanding Applications and Overclocking CPU/GPU/PS4/PS5/Xbox\", \"asin\": \"B011F7W3LU\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO w/ Heatsink SSD 2TB, PCIe Gen4 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up To 7,450MB/s for High End Computing, Workstations, Compatible w/ PlayStation 5, MZ-V9P2T0CW\", \"asin\": \"B0BHJDY57J\", \"price\": \"$166.59\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC EAGLE Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"B08CXQN86W\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Soldering Mat - Large, Heat Resistant Up to 932F, Magnetic, Silicone Work Mat for Soldering Iron, Electronic & PC Building - Size 21.7\\\" x 15.8\", \"asin\": \"B0D4TMNG7F\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"NIVEA Luminous 630 Spot Serum AA (Reduce And Lighten Deep Dark Spots At The Root In Just 2 Weeks, And Prevent Their Re Appearance) 30ml\", \"asin\": \"B0CHJ22T5G\", \"price\": \"$25.79\", \"quantity\": \"\"},\n{\"title\": \"Kaisi S-160 Soldering Mat Insulation Silicone Magnetic Repair Work Station Mat Heat-Resistant for BGA and Gun Soldering Iron, Workbench, Cell Phone Laptop Repair, Size: 17.8 x 11.8 inch\", \"asin\": \"B073RFKHD6\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG SSD 9100 PRO 4TB, PCIe 5.0x4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best for AI Computing, Gaming, and Heavy Duty Workstations (MZ VAP4T0B/AM)\", \"asin\": \"B0DX2GJ1YR\", \"price\": \"$549.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\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\", \"delivery\": \"FREE delivery Apr 15 - 18 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"64GB (2x 32GB)\"}, {\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}, {\"Color\": \"Black\"}]},\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\", \"delivery\": \"Eligible for FREE international delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"1200W\"}, {\"Style\": \"Platinum\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"990 PRO\"}, {\"Capacity\": \"2TB\"}]},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Grey*1 Pair\"}]},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Apr 19 - 28\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:54:51.255Z\", // 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\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sofa side table\"}],\n\"promotion_items\": [{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Compressed Air Duster-3 Gear Adjustable 100000RPM Electric Air Duster with LED Light, Rechargeable Cordless Air Blower for Keyboard Electric Devices Cleaning. Replaces Compressed Air Cans (Black)\", \"asin\": \"B0CFQC4DB3\", \"price\": \"$29.44\", \"quantity\": \"\"},\n{\"title\": \"Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop\", \"asin\": \"B07KQ1T158\", \"price\": \"$7.88\", \"quantity\": \"\"},\n{\"title\": \"AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0DKFMSMYK\", \"price\": \"$479.00\", \"quantity\": \"\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"B09PY8WQHJ\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Thermal Grizzly Kryonaut - 1 Gram - Extremly High Performance Thermal Paste - for Demanding Applications and Overclocking CPU/GPU/PS4/PS5/Xbox\", \"asin\": \"B011F7W3LU\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO w/ Heatsink SSD 2TB, PCIe Gen4 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up To 7,450MB/s for High End Computing, Workstations, Compatible w/ PlayStation 5, MZ-V9P2T0CW\", \"asin\": \"B0BHJDY57J\", \"price\": \"$166.59\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC EAGLE Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"B08CXQN86W\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Soldering Mat - Large, Heat Resistant Up to 932F, Magnetic, Silicone Work Mat for Soldering Iron, Electronic & PC Building - Size 21.7\\\" x 15.8\", \"asin\": \"B0D4TMNG7F\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"NIVEA Luminous 630 Spot Serum AA (Reduce And Lighten Deep Dark Spots At The Root In Just 2 Weeks, And Prevent Their Re Appearance) 30ml\", \"asin\": \"B0CHJ22T5G\", \"price\": \"$25.79\", \"quantity\": \"\"},\n{\"title\": \"Kaisi S-160 Soldering Mat Insulation Silicone Magnetic Repair Work Station Mat Heat-Resistant for BGA and Gun Soldering Iron, Workbench, Cell Phone Laptop Repair, Size: 17.8 x 11.8 inch\", \"asin\": \"B073RFKHD6\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG SSD 9100 PRO 4TB, PCIe 5.0x4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best for AI Computing, Gaming, and Heavy Duty Workstations (MZ VAP4T0B/AM)\", \"asin\": \"B0DX2GJ1YR\", \"price\": \"$549.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\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\", \"delivery\": \"FREE delivery Apr 15 - 18 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"64GB (2x 32GB)\"}, {\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}, {\"Color\": \"Black\"}]},\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\", \"delivery\": \"Eligible for FREE international delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"1200W\"}, {\"Style\": \"Platinum\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"990 PRO\"}, {\"Capacity\": \"2TB\"}]},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Grey*1 Pair\"}]},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Apr 19 - 28\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:54:51.401Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T19:54:51.401Z
|
click
|
search
|
rule
|
train
| 975 |
2025-04-10T19:54:51.401Z
|
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": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sofa side table"}],
"promotion_items": [{"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "B07L9BDY3T", "price": "$6.99", "quantity": ""},
{"title": "Compressed Air Duster-3 Gear Adjustable 100000RPM Electric Air Duster with LED Light, Rechargeable Cordless Air Blower for Keyboard Electric Devices Cleaning. Replaces Compressed Air Cans (Black)", "asin": "B0CFQC4DB3", "price": "$29.44", "quantity": ""},
{"title": "Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop", "asin": "B07KQ1T158", "price": "$7.88", "quantity": ""},
{"title": "AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor", "asin": "B0DKFMSMYK", "price": "$479.00", "quantity": ""},
{"title": "JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch", "asin": "B09PY8WQHJ", "price": "$10.99", "quantity": ""},
{"title": "Thermal Grizzly Kryonaut - 1 Gram - Extremly High Performance Thermal Paste - for Demanding Applications and Overclocking CPU/GPU/PS4/PS5/Xbox", "asin": "B011F7W3LU", "price": "$9.99", "quantity": ""},
{"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$299.99", "quantity": ""},
{"title": "SAMSUNG 990 PRO w/ Heatsink SSD 2TB, PCIe Gen4 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up To 7,450MB/s for High End Computing, Workstations, Compatible w/ PlayStation 5, MZ-V9P2T0CW", "asin": "B0BHJDY57J", "price": "$166.59", "quantity": ""},
{"title": "ARCTIC EAGLE Anti Static Wrist Strap, 11\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\" to 8.5\". [Regular Size]", "asin": "B08CXQN86W", "price": "$5.39", "quantity": ""},
{"title": "STREBITO Anti Static Wrist Strap, 11\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair", "asin": "B0BF5JKZ2F", "price": "$5.09", "quantity": ""},
{"title": "STREBITO Soldering Mat - Large, Heat Resistant Up to 932F, Magnetic, Silicone Work Mat for Soldering Iron, Electronic & PC Building - Size 21.7\" x 15.8", "asin": "B0D4TMNG7F", "price": "$21.59", "quantity": ""},
{"title": "NIVEA Luminous 630 Spot Serum AA (Reduce And Lighten Deep Dark Spots At The Root In Just 2 Weeks, And Prevent Their Re Appearance) 30ml", "asin": "B0CHJ22T5G", "price": "$25.79", "quantity": ""},
{"title": "Kaisi S-160 Soldering Mat Insulation Silicone Magnetic Repair Work Station Mat Heat-Resistant for BGA and Gun Soldering Iron, Workbench, Cell Phone Laptop Repair, Size: 17.8 x 11.8 inch", "asin": "B073RFKHD6", "price": "$12.99", "quantity": ""},
{"title": "SAMSUNG SSD 9100 PRO 4TB, PCIe 5.0x4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best for AI Computing, Gaming, and Heavy Duty Workstations (MZ VAP4T0B/AM)", "asin": "B0DX2GJ1YR", "price": "$549.99", "quantity": ""}],
"active_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"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", "delivery": "FREE delivery Apr 15 - 18 for Prime members FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "64GB (2x 32GB)"}, {"Style": "DDR5-6000 CL28-36-36-96 1.40V"}, {"Color": "Black"}]},
{"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", "delivery": "Eligible for FREE international delivery", "quantity": "1", "selected": true, "options": [{"Size": "1200W"}, {"Style": "Platinum"}, {"Color": "Black"}]},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "990 PRO"}, {"Capacity": "2TB"}]},
{"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Large"}, {"Color": "Grey*1 Pair"}]},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "delivery": "Delivery Apr 19 - 28", "selected": true, "options": []}],
"saved_items": [{"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "options": [{"Style": "Labels"}]},
{"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T19:54:51.401Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T19:54:51.401Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T19:54:51.401Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 975,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sofa side table\"}],\n\"promotion_items\": [{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Compressed Air Duster-3 Gear Adjustable 100000RPM Electric Air Duster with LED Light, Rechargeable Cordless Air Blower for Keyboard Electric Devices Cleaning. Replaces Compressed Air Cans (Black)\", \"asin\": \"B0CFQC4DB3\", \"price\": \"$29.44\", \"quantity\": \"\"},\n{\"title\": \"Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop\", \"asin\": \"B07KQ1T158\", \"price\": \"$7.88\", \"quantity\": \"\"},\n{\"title\": \"AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0DKFMSMYK\", \"price\": \"$479.00\", \"quantity\": \"\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"B09PY8WQHJ\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Thermal Grizzly Kryonaut - 1 Gram - Extremly High Performance Thermal Paste - for Demanding Applications and Overclocking CPU/GPU/PS4/PS5/Xbox\", \"asin\": \"B011F7W3LU\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO w/ Heatsink SSD 2TB, PCIe Gen4 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up To 7,450MB/s for High End Computing, Workstations, Compatible w/ PlayStation 5, MZ-V9P2T0CW\", \"asin\": \"B0BHJDY57J\", \"price\": \"$166.59\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC EAGLE Anti Static Wrist Strap, 11\\\" Anti Static Wristband Grounding Bracelet with Alligator Clip and Extendable Long Cable, Fits Wrist Circumference 6\\\" to 8.5\\\". [Regular Size]\", \"asin\": \"B08CXQN86W\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Anti Static Wrist Strap, 11\\\" Antistatic Wrist Band Grounding Bracelet ESD Wrist Strap Adjustable wristband with Alligator Clip, Extra Long Cord for PC Computer Building Electronics Repair\", \"asin\": \"B0BF5JKZ2F\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Soldering Mat - Large, Heat Resistant Up to 932F, Magnetic, Silicone Work Mat for Soldering Iron, Electronic & PC Building - Size 21.7\\\" x 15.8\", \"asin\": \"B0D4TMNG7F\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"NIVEA Luminous 630 Spot Serum AA (Reduce And Lighten Deep Dark Spots At The Root In Just 2 Weeks, And Prevent Their Re Appearance) 30ml\", \"asin\": \"B0CHJ22T5G\", \"price\": \"$25.79\", \"quantity\": \"\"},\n{\"title\": \"Kaisi S-160 Soldering Mat Insulation Silicone Magnetic Repair Work Station Mat Heat-Resistant for BGA and Gun Soldering Iron, Workbench, Cell Phone Laptop Repair, Size: 17.8 x 11.8 inch\", \"asin\": \"B073RFKHD6\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG SSD 9100 PRO 4TB, PCIe 5.0x4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best for AI Computing, Gaming, and Heavy Duty Workstations (MZ VAP4T0B/AM)\", \"asin\": \"B0DX2GJ1YR\", \"price\": \"$549.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\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\", \"delivery\": \"FREE delivery Apr 15 - 18 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"64GB (2x 32GB)\"}, {\"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"}, {\"Color\": \"Black\"}]},\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\", \"delivery\": \"Eligible for FREE international delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"1200W\"}, {\"Style\": \"Platinum\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"990 PRO\"}, {\"Capacity\": \"2TB\"}]},\n{\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Grey*1 Pair\"}]},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Apr 19 - 28\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:54:51.401Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sofa side table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0D83DDQ96\"},\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, Hallway, Rusitc Brown\"},\n{\"price\": \"$67.99\"},\n{\"bullet_list\": \"\\u3010Fill Small Sofa Gaps Perfectly\\u3011No more wasted space! This 5.9-inch narrow console table is designed to fill the awkward small gap between your sectional sofa and the wall or window sills. This couch table behind sofa maximizes your sofa side space while creating a more coordinated space \\u3010Flexible Charging Stations\\u3011Whether you\\u2019re lounging solo or hosting a gathering, this thin console table offers multiple charging options right behind your sofa. With 2 AC outlets, 1 USB port, and 1 Type-C port, you\\u2019ll always have easy access to power. Plus, when you combine 2 tables behind couch, you can position the charging station on the side or in the middle, making it even more convenient \\u3010Extra Storage Space Behind the Sofa\\u3011Save the lmited space around sofa, now, you can put a thin lamp, small basket for reading glasses, remote or a cupr of drink whenever you cozy up on the sofa. Despite its narrow design, this living room console table adds valuable storage without taking up extra space \\u3010Multiple Uses with High Quality\\u3011Whether as a plant table between your sofa and window, a console table behind couch, or a skinny entryway table, this entry console table is as versatile as it is durable. Crafted with sturdy engineered wood and a metal frame, it\\u2019s built to last. Plus: The entire desktop consists of 3 panels \\u3010Quick Assembly and Stability\\u3011With easy-to-follow instructions, simple construction, and included tools, you can have this sofa table with outlet assembled in just 15 minutes. For added stability, attach it to the wall, and use the adjustable feet to keep it level on uneven floors\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Number of Items\": \"2\"},\n{\"Size\": \"5.9\\\"D x 39.4\\\"W x 29.1\\\"H\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:55:59.561Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T19:55:59.561Z
|
click
|
product_option
|
rule
|
train
| 976 |
2025-04-10T19:55:59.561Z
|
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": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sofa side table"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.74", "quantity": "1"},
{"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"},
{"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"},
{"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": "B0D83DDQ96"},
{"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, Hallway, Rusitc Brown"},
{"price": "$67.99"},
{"bullet_list": "\u3010Fill Small Sofa Gaps Perfectly\u3011No more wasted space! This 5.9-inch narrow console table is designed to fill the awkward small gap between your sectional sofa and the wall or window sills. This couch table behind sofa maximizes your sofa side space while creating a more coordinated space \u3010Flexible Charging Stations\u3011Whether you\u2019re lounging solo or hosting a gathering, this thin console table offers multiple charging options right behind your sofa. With 2 AC outlets, 1 USB port, and 1 Type-C port, you\u2019ll always have easy access to power. Plus, when you combine 2 tables behind couch, you can position the charging station on the side or in the middle, making it even more convenient \u3010Extra Storage Space Behind the Sofa\u3011Save the lmited space around sofa, now, you can put a thin lamp, small basket for reading glasses, remote or a cupr of drink whenever you cozy up on the sofa. Despite its narrow design, this living room console table adds valuable storage without taking up extra space \u3010Multiple Uses with High Quality\u3011Whether as a plant table between your sofa and window, a console table behind couch, or a skinny entryway table, this entry console table is as versatile as it is durable. Crafted with sturdy engineered wood and a metal frame, it\u2019s built to last. Plus: The entire desktop consists of 3 panels \u3010Quick Assembly and Stability\u3011With easy-to-follow instructions, simple construction, and included tools, you can have this sofa table with outlet assembled in just 15 minutes. For added stability, attach it to the wall, and use the adjustable feet to keep it level on uneven floors"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"},
{"Number of Items": "2"},
{"Size": "5.9\"D x 39.4\"W x 29.1\"H"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T19:55:59.561Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T19:55:59.561Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T19:55:59.561Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 976,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sofa side table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0D83DDQ96\"},\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, Hallway, Rusitc Brown\"},\n{\"price\": \"$67.99\"},\n{\"bullet_list\": \"\\u3010Fill Small Sofa Gaps Perfectly\\u3011No more wasted space! This 5.9-inch narrow console table is designed to fill the awkward small gap between your sectional sofa and the wall or window sills. This couch table behind sofa maximizes your sofa side space while creating a more coordinated space \\u3010Flexible Charging Stations\\u3011Whether you\\u2019re lounging solo or hosting a gathering, this thin console table offers multiple charging options right behind your sofa. With 2 AC outlets, 1 USB port, and 1 Type-C port, you\\u2019ll always have easy access to power. Plus, when you combine 2 tables behind couch, you can position the charging station on the side or in the middle, making it even more convenient \\u3010Extra Storage Space Behind the Sofa\\u3011Save the lmited space around sofa, now, you can put a thin lamp, small basket for reading glasses, remote or a cupr of drink whenever you cozy up on the sofa. Despite its narrow design, this living room console table adds valuable storage without taking up extra space \\u3010Multiple Uses with High Quality\\u3011Whether as a plant table between your sofa and window, a console table behind couch, or a skinny entryway table, this entry console table is as versatile as it is durable. Crafted with sturdy engineered wood and a metal frame, it\\u2019s built to last. Plus: The entire desktop consists of 3 panels \\u3010Quick Assembly and Stability\\u3011With easy-to-follow instructions, simple construction, and included tools, you can have this sofa table with outlet assembled in just 15 minutes. For added stability, attach it to the wall, and use the adjustable feet to keep it level on uneven floors\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Number of Items\": \"2\"},\n{\"Size\": \"5.9\\\"D x 39.4\\\"W x 29.1\\\"H\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:55:59.561Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sofa side table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0DL5MKXX7\"},\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, Hallway, White\"},\n{\"price\": \"$76.49\"},\n{\"bullet_list\": \"\\u3010Fill Small Sofa Gaps Perfectly\\u3011No more wasted space! This 5.9-inch narrow console table is designed to fill the awkward small gap between your sectional sofa and the wall or window sills. This couch table behind sofa maximizes your sofa side space while creating a more coordinated space \\u3010Flexible Charging Stations\\u3011Whether you\\u2019re lounging solo or hosting a gathering, this thin console table offers multiple charging options right behind your sofa. With 2 AC outlets, 1 USB port, and 1 Type-C port, you\\u2019ll always have easy access to power. Plus, when you combine 2 tables behind couch, you can position the charging station on the side or in the middle, making it even more convenient \\u3010Extra Storage Space Behind the Sofa\\u3011Save the lmited space around sofa, now, you can put a thin lamp, small basket for reading glasses, remote or a cupr of drink whenever you cozy up on the sofa. Despite its narrow design, this living room console table adds valuable storage without taking up extra space \\u3010Multiple Uses with High Quality\\u3011Whether as a plant table between your sofa and window, a console table behind couch, or a skinny entryway table, this entry console table is as versatile as it is durable. Crafted with sturdy engineered wood and a metal frame, it\\u2019s built to last. Plus: The entire desktop consists of 3 panels \\u3010Quick Assembly and Stability\\u3011With easy-to-follow instructions, simple construction, and included tools, you can have this sofa table with outlet assembled in just 15 minutes. For added stability, attach it to the wall, and use the adjustable feet to keep it level on uneven floors\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Number of Items\": \"2\"},\n{\"Size\": \"5.9\\\"D x 39.4\\\"W x 29.1\\\"H\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:59:11.062Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T19:59:11.062Z
|
click
|
search
|
rule
|
train
| 977 |
2025-04-10T19:59:11.062Z
|
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": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sofa side table"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.74", "quantity": "1"},
{"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"},
{"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"},
{"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": "B0DL5MKXX7"},
{"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, Hallway, White"},
{"price": "$76.49"},
{"bullet_list": "\u3010Fill Small Sofa Gaps Perfectly\u3011No more wasted space! This 5.9-inch narrow console table is designed to fill the awkward small gap between your sectional sofa and the wall or window sills. This couch table behind sofa maximizes your sofa side space while creating a more coordinated space \u3010Flexible Charging Stations\u3011Whether you\u2019re lounging solo or hosting a gathering, this thin console table offers multiple charging options right behind your sofa. With 2 AC outlets, 1 USB port, and 1 Type-C port, you\u2019ll always have easy access to power. Plus, when you combine 2 tables behind couch, you can position the charging station on the side or in the middle, making it even more convenient \u3010Extra Storage Space Behind the Sofa\u3011Save the lmited space around sofa, now, you can put a thin lamp, small basket for reading glasses, remote or a cupr of drink whenever you cozy up on the sofa. Despite its narrow design, this living room console table adds valuable storage without taking up extra space \u3010Multiple Uses with High Quality\u3011Whether as a plant table between your sofa and window, a console table behind couch, or a skinny entryway table, this entry console table is as versatile as it is durable. Crafted with sturdy engineered wood and a metal frame, it\u2019s built to last. Plus: The entire desktop consists of 3 panels \u3010Quick Assembly and Stability\u3011With easy-to-follow instructions, simple construction, and included tools, you can have this sofa table with outlet assembled in just 15 minutes. For added stability, attach it to the wall, and use the adjustable feet to keep it level on uneven floors"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"},
{"Number of Items": "2"},
{"Size": "5.9\"D x 39.4\"W x 29.1\"H"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T19:59:11.062Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T19:59:11.062Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T19:59:11.062Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 977,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sofa side table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0DL5MKXX7\"},\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, Hallway, White\"},\n{\"price\": \"$76.49\"},\n{\"bullet_list\": \"\\u3010Fill Small Sofa Gaps Perfectly\\u3011No more wasted space! This 5.9-inch narrow console table is designed to fill the awkward small gap between your sectional sofa and the wall or window sills. This couch table behind sofa maximizes your sofa side space while creating a more coordinated space \\u3010Flexible Charging Stations\\u3011Whether you\\u2019re lounging solo or hosting a gathering, this thin console table offers multiple charging options right behind your sofa. With 2 AC outlets, 1 USB port, and 1 Type-C port, you\\u2019ll always have easy access to power. Plus, when you combine 2 tables behind couch, you can position the charging station on the side or in the middle, making it even more convenient \\u3010Extra Storage Space Behind the Sofa\\u3011Save the lmited space around sofa, now, you can put a thin lamp, small basket for reading glasses, remote or a cupr of drink whenever you cozy up on the sofa. Despite its narrow design, this living room console table adds valuable storage without taking up extra space \\u3010Multiple Uses with High Quality\\u3011Whether as a plant table between your sofa and window, a console table behind couch, or a skinny entryway table, this entry console table is as versatile as it is durable. Crafted with sturdy engineered wood and a metal frame, it\\u2019s built to last. Plus: The entire desktop consists of 3 panels \\u3010Quick Assembly and Stability\\u3011With easy-to-follow instructions, simple construction, and included tools, you can have this sofa table with outlet assembled in just 15 minutes. For added stability, attach it to the wall, and use the adjustable feet to keep it level on uneven floors\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Number of Items\": \"2\"},\n{\"Size\": \"5.9\\\"D x 39.4\\\"W x 29.1\\\"H\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:59:11.062Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sofa side table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0DL5MKXX7\"},\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, Hallway, White\"},\n{\"price\": \"$76.49\"},\n{\"bullet_list\": \"\\u3010Fill Small Sofa Gaps Perfectly\\u3011No more wasted space! This 5.9-inch narrow console table is designed to fill the awkward small gap between your sectional sofa and the wall or window sills. This couch table behind sofa maximizes your sofa side space while creating a more coordinated space \\u3010Flexible Charging Stations\\u3011Whether you\\u2019re lounging solo or hosting a gathering, this thin console table offers multiple charging options right behind your sofa. With 2 AC outlets, 1 USB port, and 1 Type-C port, you\\u2019ll always have easy access to power. Plus, when you combine 2 tables behind couch, you can position the charging station on the side or in the middle, making it even more convenient \\u3010Extra Storage Space Behind the Sofa\\u3011Save the lmited space around sofa, now, you can put a thin lamp, small basket for reading glasses, remote or a cupr of drink whenever you cozy up on the sofa. Despite its narrow design, this living room console table adds valuable storage without taking up extra space \\u3010Multiple Uses with High Quality\\u3011Whether as a plant table between your sofa and window, a console table behind couch, or a skinny entryway table, this entry console table is as versatile as it is durable. Crafted with sturdy engineered wood and a metal frame, it\\u2019s built to last. Plus: The entire desktop consists of 3 panels \\u3010Quick Assembly and Stability\\u3011With easy-to-follow instructions, simple construction, and included tools, you can have this sofa table with outlet assembled in just 15 minutes. For added stability, attach it to the wall, and use the adjustable feet to keep it level on uneven floors\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Number of Items\": \"2\"},\n{\"Size\": \"5.9\\\"D x 39.4\\\"W x 29.1\\\"H\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:59:15.612Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T19:59:15.612Z
|
input
|
94.4" Extra Long Console Table
|
rule
|
train
| 978 |
2025-04-10T19:59:15.612Z
|
input
|
94.4" Extra Long Console Table
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sofa side table"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.74", "quantity": "1"},
{"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"},
{"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"},
{"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": "B0DL5MKXX7"},
{"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, Hallway, White"},
{"price": "$76.49"},
{"bullet_list": "\u3010Fill Small Sofa Gaps Perfectly\u3011No more wasted space! This 5.9-inch narrow console table is designed to fill the awkward small gap between your sectional sofa and the wall or window sills. This couch table behind sofa maximizes your sofa side space while creating a more coordinated space \u3010Flexible Charging Stations\u3011Whether you\u2019re lounging solo or hosting a gathering, this thin console table offers multiple charging options right behind your sofa. With 2 AC outlets, 1 USB port, and 1 Type-C port, you\u2019ll always have easy access to power. Plus, when you combine 2 tables behind couch, you can position the charging station on the side or in the middle, making it even more convenient \u3010Extra Storage Space Behind the Sofa\u3011Save the lmited space around sofa, now, you can put a thin lamp, small basket for reading glasses, remote or a cupr of drink whenever you cozy up on the sofa. Despite its narrow design, this living room console table adds valuable storage without taking up extra space \u3010Multiple Uses with High Quality\u3011Whether as a plant table between your sofa and window, a console table behind couch, or a skinny entryway table, this entry console table is as versatile as it is durable. Crafted with sturdy engineered wood and a metal frame, it\u2019s built to last. Plus: The entire desktop consists of 3 panels \u3010Quick Assembly and Stability\u3011With easy-to-follow instructions, simple construction, and included tools, you can have this sofa table with outlet assembled in just 15 minutes. For added stability, attach it to the wall, and use the adjustable feet to keep it level on uneven floors"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"},
{"Number of Items": "2"},
{"Size": "5.9\"D x 39.4\"W x 29.1\"H"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T19:59:15.612Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T19:59:15.612Z\",\"action\": \"input\",\"acion_argument\": \"94.4\" Extra Long Console Table\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T19:59:15.612Z\",\"action\": \"input\",\"acion_argument\": \"94.4\" Extra Long Console Table\",}</answer>",
"index": 978,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sofa side table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0DL5MKXX7\"},\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, Hallway, White\"},\n{\"price\": \"$76.49\"},\n{\"bullet_list\": \"\\u3010Fill Small Sofa Gaps Perfectly\\u3011No more wasted space! This 5.9-inch narrow console table is designed to fill the awkward small gap between your sectional sofa and the wall or window sills. This couch table behind sofa maximizes your sofa side space while creating a more coordinated space \\u3010Flexible Charging Stations\\u3011Whether you\\u2019re lounging solo or hosting a gathering, this thin console table offers multiple charging options right behind your sofa. With 2 AC outlets, 1 USB port, and 1 Type-C port, you\\u2019ll always have easy access to power. Plus, when you combine 2 tables behind couch, you can position the charging station on the side or in the middle, making it even more convenient \\u3010Extra Storage Space Behind the Sofa\\u3011Save the lmited space around sofa, now, you can put a thin lamp, small basket for reading glasses, remote or a cupr of drink whenever you cozy up on the sofa. Despite its narrow design, this living room console table adds valuable storage without taking up extra space \\u3010Multiple Uses with High Quality\\u3011Whether as a plant table between your sofa and window, a console table behind couch, or a skinny entryway table, this entry console table is as versatile as it is durable. Crafted with sturdy engineered wood and a metal frame, it\\u2019s built to last. Plus: The entire desktop consists of 3 panels \\u3010Quick Assembly and Stability\\u3011With easy-to-follow instructions, simple construction, and included tools, you can have this sofa table with outlet assembled in just 15 minutes. For added stability, attach it to the wall, and use the adjustable feet to keep it level on uneven floors\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Number of Items\": \"2\"},\n{\"Size\": \"5.9\\\"D x 39.4\\\"W x 29.1\\\"H\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:59:15.612Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"94.4\\\" Extra Long Console Table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0DL5MKXX7\"},\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, Hallway, White\"},\n{\"price\": \"$76.49\"},\n{\"bullet_list\": \"\\u3010Fill Small Sofa Gaps Perfectly\\u3011No more wasted space! This 5.9-inch narrow console table is designed to fill the awkward small gap between your sectional sofa and the wall or window sills. This couch table behind sofa maximizes your sofa side space while creating a more coordinated space \\u3010Flexible Charging Stations\\u3011Whether you\\u2019re lounging solo or hosting a gathering, this thin console table offers multiple charging options right behind your sofa. With 2 AC outlets, 1 USB port, and 1 Type-C port, you\\u2019ll always have easy access to power. Plus, when you combine 2 tables behind couch, you can position the charging station on the side or in the middle, making it even more convenient \\u3010Extra Storage Space Behind the Sofa\\u3011Save the lmited space around sofa, now, you can put a thin lamp, small basket for reading glasses, remote or a cupr of drink whenever you cozy up on the sofa. Despite its narrow design, this living room console table adds valuable storage without taking up extra space \\u3010Multiple Uses with High Quality\\u3011Whether as a plant table between your sofa and window, a console table behind couch, or a skinny entryway table, this entry console table is as versatile as it is durable. Crafted with sturdy engineered wood and a metal frame, it\\u2019s built to last. Plus: The entire desktop consists of 3 panels \\u3010Quick Assembly and Stability\\u3011With easy-to-follow instructions, simple construction, and included tools, you can have this sofa table with outlet assembled in just 15 minutes. For added stability, attach it to the wall, and use the adjustable feet to keep it level on uneven floors\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Number of Items\": \"2\"},\n{\"Size\": \"5.9\\\"D x 39.4\\\"W x 29.1\\\"H\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:59:15.713Z\", // 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
|
2025-04-10T19:59:15.713Z
|
click
|
search
|
rule
|
train
| 979 |
2025-04-10T19:59:15.713Z
|
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": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "94.4\" Extra Long Console Table"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.74", "quantity": "1"},
{"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"},
{"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"},
{"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": "B0DL5MKXX7"},
{"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, Hallway, White"},
{"price": "$76.49"},
{"bullet_list": "\u3010Fill Small Sofa Gaps Perfectly\u3011No more wasted space! This 5.9-inch narrow console table is designed to fill the awkward small gap between your sectional sofa and the wall or window sills. This couch table behind sofa maximizes your sofa side space while creating a more coordinated space \u3010Flexible Charging Stations\u3011Whether you\u2019re lounging solo or hosting a gathering, this thin console table offers multiple charging options right behind your sofa. With 2 AC outlets, 1 USB port, and 1 Type-C port, you\u2019ll always have easy access to power. Plus, when you combine 2 tables behind couch, you can position the charging station on the side or in the middle, making it even more convenient \u3010Extra Storage Space Behind the Sofa\u3011Save the lmited space around sofa, now, you can put a thin lamp, small basket for reading glasses, remote or a cupr of drink whenever you cozy up on the sofa. Despite its narrow design, this living room console table adds valuable storage without taking up extra space \u3010Multiple Uses with High Quality\u3011Whether as a plant table between your sofa and window, a console table behind couch, or a skinny entryway table, this entry console table is as versatile as it is durable. Crafted with sturdy engineered wood and a metal frame, it\u2019s built to last. Plus: The entire desktop consists of 3 panels \u3010Quick Assembly and Stability\u3011With easy-to-follow instructions, simple construction, and included tools, you can have this sofa table with outlet assembled in just 15 minutes. For added stability, attach it to the wall, and use the adjustable feet to keep it level on uneven floors"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"},
{"Number of Items": "2"},
{"Size": "5.9\"D x 39.4\"W x 29.1\"H"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T19:59:15.713Z", // 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\": \"2025-04-10T19:59:15.713Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T19:59:15.713Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 979,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"94.4\\\" Extra Long Console Table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0DL5MKXX7\"},\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, Hallway, White\"},\n{\"price\": \"$76.49\"},\n{\"bullet_list\": \"\\u3010Fill Small Sofa Gaps Perfectly\\u3011No more wasted space! This 5.9-inch narrow console table is designed to fill the awkward small gap between your sectional sofa and the wall or window sills. This couch table behind sofa maximizes your sofa side space while creating a more coordinated space \\u3010Flexible Charging Stations\\u3011Whether you\\u2019re lounging solo or hosting a gathering, this thin console table offers multiple charging options right behind your sofa. With 2 AC outlets, 1 USB port, and 1 Type-C port, you\\u2019ll always have easy access to power. Plus, when you combine 2 tables behind couch, you can position the charging station on the side or in the middle, making it even more convenient \\u3010Extra Storage Space Behind the Sofa\\u3011Save the lmited space around sofa, now, you can put a thin lamp, small basket for reading glasses, remote or a cupr of drink whenever you cozy up on the sofa. Despite its narrow design, this living room console table adds valuable storage without taking up extra space \\u3010Multiple Uses with High Quality\\u3011Whether as a plant table between your sofa and window, a console table behind couch, or a skinny entryway table, this entry console table is as versatile as it is durable. Crafted with sturdy engineered wood and a metal frame, it\\u2019s built to last. Plus: The entire desktop consists of 3 panels \\u3010Quick Assembly and Stability\\u3011With easy-to-follow instructions, simple construction, and included tools, you can have this sofa table with outlet assembled in just 15 minutes. For added stability, attach it to the wall, and use the adjustable feet to keep it level on uneven floors\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Number of Items\": \"2\"},\n{\"Size\": \"5.9\\\"D x 39.4\\\"W x 29.1\\\"H\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:59:15.713Z\", // 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{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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\", 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order soon.\"},\n{\"title\": \"Console Table for Living Room, Long Sofa Table Behind Couch with Real Wood Beads Decoration, Retro Entryway Table for Hallway Foyer (64 Inch, Antique Natural)\", \"asin\": \"B0DHGPWPWH\", \"price\": \"$289.00\", \"delivery\": \"FREE delivery Apr 18 - 21\"},\n{\"title\": \"Tribesigns 71\\\" Sofa Tables,Extra Long Couch Table, Narrow Long Console Table, Entryway Table,Sofa Table with 3 Tiers Storage Shelves (White)\", \"asin\": \"B09HGSKPV3\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Tribesigns Wood Console Table with Drawers, Long Entryway Table, 70.9 inch Sofa Table Oak Furniture with Open Storage Shelves Wooden Couch Table Foyer Tables for Living Room Hallway Hall Entrance\", \"asin\": \"B0DJXZ4CWC\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"SUPERJARE 5.9 Inch Narrow Console Table with Outlet, Sofa Table Set of 2, Total Length 78'', Behind Couch Table, Long Entryway Tables with Charging Station, for Living Room, Rusitc Brown\", \"asin\": \"B0DR8K9CFY\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Console Table with Oulets and USB Ports, 55.1\\\" Sofa Table Behind Couch, Industrial Long Skinny Stand for Hallway, Living Room, Bedroom, 6.5 Feet Power Cord, Rustic Brown\", \"asin\": \"B0C272K4KX\", \"price\": \"$55.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ELYKEN 2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, Total 78.8\\u201d Long Behind Couch Table with Charge Station and 5.9\\u2019 Extension Cord for Living Room, 5.9\\\"D x 78.8\\u201dW x 29.5\\u201dH, Rustic Brown\", \"asin\": \"B0DQ46PBZR\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"78.7'' Narrow Console Table with Power Outlet 7.1\\\" Skinny Sofa Table, Long Behind Couch Table with Charging Station, Entryway Table for Hallway, Living Room Rustic Brown and Black TXG20UBF\", \"asin\": \"B0D2NW5C7H\", \"price\": \"$64.79\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.86'' Extra Long Console Table, Industrial Long Sofa Table with Storage, TV Console Table with Shelf,3-Layer Console Shelf for Living Room, Long Entryway Table\", \"asin\": \"B09FTH266F\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.8\\\" Extra Long Console Table, Industrial Sofa Table Behind Couch, Entryway Table with Metal Frame, Accent Table with Storage Shelves for Foyer Hallway Living Room, Brown and Black\", \"asin\": \"B0DSKY4717\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"SUPERJARE 70 Inch Console Table with 2 Outlets, 1 Type-C and 1 USB Port, Extra Long Entryway Table with Metal Frame and X-Shaped Bars, Narrow Sofa Table for Living Room, Hallway, Black\", \"asin\": \"B0CXT7JMCM\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"LITTLE TREE 70.9-Inch Long Console Table, Narrow Sofa Table Behind The Couch, Farmhouse Console Table for Living Room, Entryway, Hallway\", \"asin\": \"B0DM4J6C65\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"ELYKEN 2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\\u2019 Extension Cord, White Oak\", \"asin\": \"B0BZ43KCZH\", \"price\": \"$86.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Console Table, 70.9\\\" Narrow Long Sofa Table, Entryway Table, Industrial Sofa Table, Behind Couch Table, for Hallway, Living Room, Sturdy and Stable, Easy to Assemble, Rustic Brown CTHR18001Z\", \"asin\": \"B0C3Q9G3R5\", \"price\": \"$47.19\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\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, Hallway, Black\", \"asin\": \"B0D83GZPD2\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 5 left in stock - order soon.\"},\n{\"title\": \"Tribesigns Extra Long Console Table, 70.9 inch Narrow Sofa Tables with 3 Tier Wood Storage Shelves Industrial Metal Frame for Entryway Hallway Living Room Behind Couch, Rustic Brown Black\", \"asin\": \"B0BTV8YN13\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Tribesigns Console Sofa Table, 70.9 inch Extra Long Table Behind Couch with Storage Shelves, 3-Tier Industrial Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown\", \"asin\": \"B0BDRW2PXR\", \"price\": \"$129.49\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Homieasy 70.9 Inch Extra Long Console Table with Charging Station & Storage Shelf - Industrial Style Sofa Table Behind Couch for Living Room & Entryway, Black\", \"asin\": \"B0DKTFJCYZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"ELYKEN 2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\\u2019 Extension Cord, White\", \"asin\": \"B0C19ZWR5K\", \"price\": \"$86.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tribesigns 70.9 Inch Extra Long Sofa Table\\uff0c White and Gold Console Table with Faux Marble Tabletop, Modern Long Entryway Table with Gold Frame\", \"asin\": \"B0BP22FVXF\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"63 inch Extra Long Sofa Table, Rustic Industrial Entry Console Table, Behind Couch Table with Black Metal Frame, 3 Tier Storage Shelves for Hallway, Entryway & Living Room, Brown & Black\", \"asin\": \"B0DBL1YPFX\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Only 20 left in stock - order soon.\"},\n{\"title\": \"Tribesigns 70.9 inch Extra Long Console Table Behind Couch, Easy Assembly Sofa Table for Living Room Small Space, Rustic Industrial Narrow Entryway Hallway Table (Brown)\", \"asin\": \"B08KXYLC43\", \"price\": \"$105.30\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"Tribesigns 71 Inch Extra Long Sofa Table, Narrow Long Sofa Console Tables Behind Couch Table with Open Storage Shelf\", \"asin\": \"B0C36ZV9RY\", \"price\": \"$152.18\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"IBUYKE 78.7 Inches Extra Long Sofa Table Behind Couch, Industrial 2-Layer Console Table for Hallway, Entryway & Living Room,Rustic Brown UTMJ063H\", \"asin\": \"B0D2X15XNY\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tribesigns 70.9 Inch Extra Long Console Table for Entryway, Gray Sofa Table with Wood Tabletop, Modern Accent Tables with Half-Moon Shape Legs\", \"asin\": \"B0CGR6NHV4\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Tribesigns 70.9-Inch Extra Long Sofa Table, Wood Farmhouse 2-Tier Console Table with Storage Shelves for Living Room, Entryway, Couch, Hallway, Foyer, Rustic Brown\", \"asin\": \"B0DPMXXVMT\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 5 left in stock - order soon.\"},\n{\"title\": \"Tribesigns 70.9 Inches Extra Long Sofa Table Behind Couch, Industrial Entry Console Table for Hallway, Entryway & Living Room, Dark Brown\", \"asin\": \"B09HRNND82\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Tribesigns Sofa Table with Outlets and USB Ports, 70.9 inch Extra Long Console Table Behind Couch with Charging Station, Industrial Narrow Entryway Hallway Accent Table for Living Room\", \"asin\": \"B0BRFTVCKN\", \"price\": \"$136.07\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"70.8 Inch Extra Long Console Table for Entryway, Narrow Hallway Table, Wood Sofa Table with 3 Tier Storage Shelves for Living Room\", \"asin\": \"B0B578KXW7\", \"price\": \"$139.00\", \"delivery\": \"$10.99 delivery Apr 15 - 17\"},\n{\"title\": \"Tribesigns 70.9-Inch Long Console Table, Farmhouse Wooden Entryway Sofa Table Behind Couch, Narrow Entry Console for Living Room, Hallway, Entrance, Foyer, Light Oak\", \"asin\": \"B0DWSTXTT5\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Modern Console Table,70.8 Inch Extra Long Entryway Table with 3 Tier Storage Shelves for Living Room,Hallway, Entrance,Sofa Table with Geometric Gold Frame & Faux Marble Tabletop, White and Gold\", \"asin\": \"B0DHVDJP9Z\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 7 left in stock - order soon.\"},\n{\"title\": \"Tribesigns 70.9 Inches Sofa Console Table with 4 Tier Wood Storage Shelves, Industrial Extra Long Narrow Entryway Accent Tables for Hallway, Living Room, Foyer (Rustic Brown)\", \"asin\": \"B0CRGWKNSL\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"HSH 70.9-Inch Farmhouse Console Table,2-Tier Extra Long Sofa Table Behind Couch,Wooden Rectangular Sofa Table,Entryway Table for Entrance,Hallway,Living Room,Foyer,Rustic Brown\", \"asin\": \"B0DZ6GZ3NG\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 6 left in stock - order soon.\"},\n{\"title\": \"Tribesigns 70.9 inch Extra Long Console Table Behind Couch, Rustic Industrial Sofa Table for Living Room, Narrow Entryway Hallway Long Bar Table (Grey)\", \"asin\": \"B0BPSMGF6T\", \"price\": \"$155.79\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"Tribesigns 70.9-Inch Extra Long Console Table, Wood Sofa Table Behind Couch Narrow Long, 2-Tier Entryway Accent Table with Storage for Living Room, Hallway, Entrance, Foyer, Rustic Brown\", \"asin\": \"B0CZ6SF5F2\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"Console Table, 63\\\" Industrial Entryway Table, Extra Long Sofa Table Behind Couch, X-Shaped Support, for Entryway, Hallway, Living Room, Black CTHB4801\", \"asin\": \"B0CWL6RNDC\", \"price\": \"$71.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tribesigns 70.9\\\" Extra Long Console Table with Shelves, Narrow Sofa Table Behind Couch with Storage, Industrial Entryway Table TV Stand Accent Table for Living Room Hallway Foyer, Rustic Brown & Black\", \"asin\": \"B0D22KH3Y7\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"LITTLE TREE 70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Sofa Table Behind Couch, Large Sofa Table for Living Room, Light Brown Hallway Entry Table with Storage\", \"asin\": \"B0DKF8DX2L\", \"price\": \"$161.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Tribesigns 70.9-Inch Extra Long Console Entryway Table, Farmhouse Narrow Sofa Table Behind The Couch, Wooden Rectangular for Living Room, Entrance\", \"asin\": \"B0DPHBPR5S\", \"price\": \"$159.97\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Tribesigns Farmhouse Console Entryway Table: 70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Foyer Sofa Couch Table for Hallway, Entrance, Living Room, Grey\", \"asin\": \"B0C8SCGN43\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Tribesigns 70.86-Inch Console Table for Entyrway, Farmhouse 2-Tier Entry Entrance Table, Narrow Long Sofa Table Behind Couch, Rustic Brown\", \"asin\": \"B0DS1ZZZSZ\", \"price\": \"$182.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Tribesigns 63-Inch Long Console Table, Wooden Rectangular Sofa Table Behind The Couch, Farmhouse Entryway Table for Entrance, Hallway, Living Room (Rustic Brown)\", \"asin\": \"B0DJGQJD7K\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Tribesigns 70.9 inch Extra Long Sofa Table, Narrow Console Table Behind Couch, Rustic Industrial Entryway Table Skinny Hallway Table for Living Room\", \"asin\": \"B096MFRM5Z\", \"price\": \"$149.39\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Tribesigns 70.9 Inches Extra Long Sofa Table Behind Couch, Industrial Entry Console Table with Storage for Hallway, Entryway, Living Room, Light Natural Brown\", \"asin\": \"B0DFM4DDC1\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"70.9'' Extra Long Console Table, Industrial Sofa Table Behind Couch, 2 Tier Narrow Entryway Table with Storage Shelf, for Living Room, Rustic Brown and Black CTHR18301\", \"asin\": \"B0DR8DP7R2\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 12 left in stock - order soon.\"},\n{\"title\": \"Industrial Console Sofa Table,70.8 Inch Extra Long Entryway Table with 3 Tier Wood Storage Shelf for Living Room, Hallway, Entrance, Narrow Sofa Table with Metal Frame, Black and Brown\", \"asin\": \"B0DHXKLY8K\", \"price\": \"$142.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 8 left in stock - order soon.\"},\n{\"title\": \"70.9\\\" Console Table,Modern Extra Narrow Long Sofa Table Behind Couch,Skinny Entry Table with Black Metal Frame for Living Room, Hallway,Classic Black\", \"asin\": \"B0BCJTN7H5\", \"price\": \"$67.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Console Table with Power Outlet, 78.7\\\" Narrow Sofa Table, 11.8\\\" Wide Industrial Entryway Table with USB Ports, Behind Couch for Entryway, Hallway, Foyer, Living Room, Rustic Brown CTHR320E01\", \"asin\": \"B0C2TXWWS5\", \"price\": \"$76.49\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:59:55.511Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T19:59:55.511Z
|
click_product
|
B0DF25TNCG
|
rule
|
train
| 980 |
2025-04-10T19:59:55.511Z
|
click_product
|
B0DF25TNCG
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
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{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string 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": "Tribesigns 70.9-Inch Extra Long Console Table, Farmhouse Wood Sofa Table Behind Couch, Narrow Entryway Accent Table for Living Room, Hallway, Entrance, Foyer, Light Oak Brown", "asin": "B0DFCF7W9H", "price": "$179.98", "delivery": "FREE delivery Apr 16 - 21"},
{"title": "Tribesigns Farmhouse Console Table, 70.8\" Extra Long Entryway Table with Storage, 2-Tier Narrow Sofa Table Behind the Couch, Rustic Wooden Accent Table for Hallway, Living Room, Entrance, Rustic Brown", "asin": "B0DJVQGKSK", "price": "$179.99", "delivery": "FREE delivery Apr 23 - 25 This item will be released on April 21, 2025."},
{"title": "Console Table, 78.7\" Long Sofa Table Behind Couch, Narrow Entryway Table, Farmhouse Dining Table with Angled Metal Frame, Industrial Console Table for Entryway, Black CTHB20801", "asin": "B0CP9FL9WD", "price": "$87.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "Tribesigns 70.9 inch Extra Long Console Table, Industrial Sofa Table Behind Couch with 2 Tier Storage Shelf, Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown", "asin": "B0CCCV2GCM", "price": "$129.99", "delivery": "FREE delivery Tue, Apr 15"},
{"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, Hallway, Rusitc Brown", "asin": "B0D83DDQ96", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "SUPERJARE 70 Inch Console Table with Outlet, Extra Long Entryway Table with Metal Frame and X-Shaped Design, Narrow Sofa Table for Living Room and Hallway - Rustic Brown", "asin": "B09JYTCH12", "price": "$79.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Console Table with Power Outlet, 63\" Narrow Sofa Industrial Entryway Behind Couch Table with USB Ports for Entryway, Hallway, Foyer, Living Room, Bedroom CTHR16E01Z", "asin": "B0C5WXX56K", "price": "$48.94", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "78\" Narrow Console Sofa Table - 2 Power Outlets & 2 USB Ports, Metal Frame, Rustic Brown, Perfect for Hallway, Office, and Behind Sofa - Easy Assembly, 4.9\" Extension Cord Included", "asin": "B0D1RF2XZX", "price": "$73.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "Tribesigns 70.9 Inch Extra Long Console Table for Entryway, Narrow Long Sofa Table Behind Couch, Rustic Grey Hallway Table Industrial Height Bar Table for Living Room", "asin": "B0B8CGK8B2", "price": "$113.40", "delivery": "FREE delivery Tue, Apr 15 for Prime members Only 1 left in stock - order soon."},
{"title": "Console Table for Living Room, Long Sofa Table Behind Couch with Real Wood Beads Decoration, Retro Entryway Table for Hallway Foyer (64 Inch, Antique Natural)", "asin": "B0DHGPWPWH", "price": "$289.00", "delivery": "FREE delivery Apr 18 - 21"},
{"title": "Tribesigns 71\" Sofa Tables,Extra Long Couch Table, Narrow Long Console Table, Entryway Table,Sofa Table with 3 Tiers Storage Shelves (White)", "asin": "B09HGSKPV3", "price": "$159.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Tribesigns Wood Console Table with Drawers, Long Entryway Table, 70.9 inch Sofa Table Oak Furniture with Open Storage Shelves Wooden Couch Table Foyer Tables for Living Room Hallway Hall Entrance", "asin": "B0DJXZ4CWC", "price": "$199.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "SUPERJARE 5.9 Inch Narrow Console Table with Outlet, Sofa Table Set of 2, Total Length 78'', Behind Couch Table, Long Entryway Tables with Charging Station, for Living Room, Rusitc Brown", "asin": "B0DR8K9CFY", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Console Table with Oulets and USB Ports, 55.1\" Sofa Table Behind Couch, Industrial Long Skinny Stand for Hallway, Living Room, Bedroom, 6.5 Feet Power Cord, Rustic Brown", "asin": "B0C272K4KX", "price": "$55.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ELYKEN 2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, Total 78.8\u201d Long Behind Couch Table with Charge Station and 5.9\u2019 Extension Cord for Living Room, 5.9\"D x 78.8\u201dW x 29.5\u201dH, Rustic Brown", "asin": "B0DQ46PBZR", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "78.7'' Narrow Console Table with Power Outlet 7.1\" Skinny Sofa Table, Long Behind Couch Table with Charging Station, Entryway Table for Hallway, Living Room Rustic Brown and Black TXG20UBF", "asin": "B0D2NW5C7H", "price": "$64.79", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "70.86'' Extra Long Console Table, Industrial Long Sofa Table with Storage, TV Console Table with Shelf,3-Layer Console Shelf for Living Room, Long Entryway Table", "asin": "B09FTH266F", "price": "$129.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "70.8\" Extra Long Console Table, Industrial Sofa Table Behind Couch, Entryway Table with Metal Frame, Accent Table with Storage Shelves for Foyer Hallway Living Room, Brown and Black", "asin": "B0DSKY4717", "price": "$149.99", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "SUPERJARE 70 Inch Console Table with 2 Outlets, 1 Type-C and 1 USB Port, Extra Long Entryway Table with Metal Frame and X-Shaped Bars, Narrow Sofa Table for Living Room, Hallway, Black", "asin": "B0CXT7JMCM", "price": "$79.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "LITTLE TREE 70.9-Inch Long Console Table, Narrow Sofa Table Behind The Couch, Farmhouse Console Table for Living Room, Entryway, Hallway", "asin": "B0DM4J6C65", "price": "$169.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "ELYKEN 2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, 5.9\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\u2019 Extension Cord, White Oak", "asin": "B0BZ43KCZH", "price": "$86.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "Console Table, 70.9\" Narrow Long Sofa Table, Entryway Table, Industrial Sofa Table, Behind Couch Table, for Hallway, Living Room, Sturdy and Stable, Easy to Assemble, Rustic Brown CTHR18001Z", "asin": "B0C3Q9G3R5", "price": "$47.19", "delivery": "FREE delivery Mon, Apr 14"},
{"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, Hallway, Black", "asin": "B0D83GZPD2", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 5 left in stock - order soon."},
{"title": "Tribesigns Extra Long Console Table, 70.9 inch Narrow Sofa Tables with 3 Tier Wood Storage Shelves Industrial Metal Frame for Entryway Hallway Living Room Behind Couch, Rustic Brown Black", "asin": "B0BTV8YN13", "price": "$199.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "Tribesigns Console Sofa Table, 70.9 inch Extra Long Table Behind Couch with Storage Shelves, 3-Tier Industrial Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown", "asin": "B0BDRW2PXR", "price": "$129.49", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Homieasy 70.9 Inch Extra Long Console Table with Charging Station & Storage Shelf - Industrial Style Sofa Table Behind Couch for Living Room & Entryway, Black", "asin": "B0DKTFJCYZ", "price": "$139.99", "delivery": "FREE delivery Apr 16 - 21"},
{"title": "ELYKEN 2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, 5.9\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\u2019 Extension Cord, White", "asin": "B0C19ZWR5K", "price": "$86.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Tribesigns 70.9 Inch Extra Long Sofa Table\uff0c White and Gold Console Table with Faux Marble Tabletop, Modern Long Entryway Table with Gold Frame", "asin": "B0BP22FVXF", "price": "$149.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "63 inch Extra Long Sofa Table, Rustic Industrial Entry Console Table, Behind Couch Table with Black Metal Frame, 3 Tier Storage Shelves for Hallway, Entryway & Living Room, Brown & Black", "asin": "B0DBL1YPFX", "price": "$149.99", "delivery": "FREE delivery Fri, Apr 18 Only 20 left in stock - order soon."},
{"title": "Tribesigns 70.9 inch Extra Long Console Table Behind Couch, Easy Assembly Sofa Table for Living Room Small Space, Rustic Industrial Narrow Entryway Hallway Table (Brown)", "asin": "B08KXYLC43", "price": "$105.30", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "Tribesigns 71 Inch Extra Long Sofa Table, Narrow Long Sofa Console Tables Behind Couch Table with Open Storage Shelf", "asin": "B0C36ZV9RY", "price": "$152.18", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "IBUYKE 78.7 Inches Extra Long Sofa Table Behind Couch, Industrial 2-Layer Console Table for Hallway, Entryway & Living Room,Rustic Brown UTMJ063H", "asin": "B0D2X15XNY", "price": "$79.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Tribesigns 70.9 Inch Extra Long Console Table for Entryway, Gray Sofa Table with Wood Tabletop, Modern Accent Tables with Half-Moon Shape Legs", "asin": "B0CGR6NHV4", "price": "$179.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "Tribesigns 70.9-Inch Extra Long Sofa Table, Wood Farmhouse 2-Tier Console Table with Storage Shelves for Living Room, Entryway, Couch, Hallway, Foyer, Rustic Brown", "asin": "B0DPMXXVMT", "price": "$129.99", "delivery": "FREE delivery Apr 15 - 17 Only 5 left in stock - order soon."},
{"title": "Tribesigns 70.9 Inches Extra Long Sofa Table Behind Couch, Industrial Entry Console Table for Hallway, Entryway & Living Room, Dark Brown", "asin": "B09HRNND82", "price": "$149.99", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Tribesigns Sofa Table with Outlets and USB Ports, 70.9 inch Extra Long Console Table Behind Couch with Charging Station, Industrial Narrow Entryway Hallway Accent Table for Living Room", "asin": "B0BRFTVCKN", "price": "$136.07", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "70.8 Inch Extra Long Console Table for Entryway, Narrow Hallway Table, Wood Sofa Table with 3 Tier Storage Shelves for Living Room", "asin": "B0B578KXW7", "price": "$139.00", "delivery": "$10.99 delivery Apr 15 - 17"},
{"title": "Tribesigns 70.9-Inch Long Console Table, Farmhouse Wooden Entryway Sofa Table Behind Couch, Narrow Entry Console for Living Room, Hallway, Entrance, Foyer, Light Oak", "asin": "B0DWSTXTT5", "price": "$169.99", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "Modern Console Table,70.8 Inch Extra Long Entryway Table with 3 Tier Storage Shelves for Living Room,Hallway, Entrance,Sofa Table with Geometric Gold Frame & Faux Marble Tabletop, White and Gold", "asin": "B0DHVDJP9Z", "price": "$149.99", "delivery": "FREE delivery Apr 15 - 17 Only 7 left in stock - order soon."},
{"title": "Tribesigns 70.9 Inches Sofa Console Table with 4 Tier Wood Storage Shelves, Industrial Extra Long Narrow Entryway Accent Tables for Hallway, Living Room, Foyer (Rustic Brown)", "asin": "B0CRGWKNSL", "price": "$159.99", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "HSH 70.9-Inch Farmhouse Console Table,2-Tier Extra Long Sofa Table Behind Couch,Wooden Rectangular Sofa Table,Entryway Table for Entrance,Hallway,Living Room,Foyer,Rustic Brown", "asin": "B0DZ6GZ3NG", "price": "$129.99", "delivery": "FREE delivery Apr 15 - 18 Only 6 left in stock - order soon."},
{"title": "Tribesigns 70.9 inch Extra Long Console Table Behind Couch, Rustic Industrial Sofa Table for Living Room, Narrow Entryway Hallway Long Bar Table (Grey)", "asin": "B0BPSMGF6T", "price": "$155.79", "delivery": "FREE delivery Apr 16 - 21"},
{"title": "Tribesigns 70.9-Inch Extra Long Console Table, Wood Sofa Table Behind Couch Narrow Long, 2-Tier Entryway Accent Table with Storage for Living Room, Hallway, Entrance, Foyer, Rustic Brown", "asin": "B0CZ6SF5F2", "price": "$179.99", "delivery": "FREE delivery Apr 16 - 21"},
{"title": "Console Table, 63\" Industrial Entryway Table, Extra Long Sofa Table Behind Couch, X-Shaped Support, for Entryway, Hallway, Living Room, Black CTHB4801", "asin": "B0CWL6RNDC", "price": "$71.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Tribesigns 70.9\" Extra Long Console Table with Shelves, Narrow Sofa Table Behind Couch with Storage, Industrial Entryway Table TV Stand Accent Table for Living Room Hallway Foyer, Rustic Brown & Black", "asin": "B0D22KH3Y7", "price": "$179.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "LITTLE TREE 70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Sofa Table Behind Couch, Large Sofa Table for Living Room, Light Brown Hallway Entry Table with Storage", "asin": "B0DKF8DX2L", "price": "$161.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Tribesigns 70.9-Inch Extra Long Console Entryway Table, Farmhouse Narrow Sofa Table Behind The Couch, Wooden Rectangular for Living Room, Entrance", "asin": "B0DPHBPR5S", "price": "$159.97", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "Tribesigns Farmhouse Console Entryway Table: 70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Foyer Sofa Couch Table for Hallway, Entrance, Living Room, Grey", "asin": "B0C8SCGN43", "price": "$169.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "Tribesigns 70.86-Inch Console Table for Entyrway, Farmhouse 2-Tier Entry Entrance Table, Narrow Long Sofa Table Behind Couch, Rustic Brown", "asin": "B0DS1ZZZSZ", "price": "$182.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Tribesigns 63-Inch Long Console Table, Wooden Rectangular Sofa Table Behind The Couch, Farmhouse Entryway Table for Entrance, Hallway, Living Room (Rustic Brown)", "asin": "B0DJGQJD7K", "price": "$159.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "Tribesigns 70.9 inch Extra Long Sofa Table, Narrow Console Table Behind Couch, Rustic Industrial Entryway Table Skinny Hallway Table for Living Room", "asin": "B096MFRM5Z", "price": "$149.39", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Tribesigns 70.9 Inches Extra Long Sofa Table Behind Couch, Industrial Entry Console Table with Storage for Hallway, Entryway, Living Room, Light Natural Brown", "asin": "B0DFM4DDC1", "price": "$179.99", "delivery": "FREE delivery Apr 16 - 21"},
{"title": "70.9'' Extra Long Console Table, Industrial Sofa Table Behind Couch, 2 Tier Narrow Entryway Table with Storage Shelf, for Living Room, Rustic Brown and Black CTHR18301", "asin": "B0DR8DP7R2", "price": "$119.99", "delivery": "FREE delivery Apr 15 - 18 Only 12 left in stock - order soon."},
{"title": "Industrial Console Sofa Table,70.8 Inch Extra Long Entryway Table with 3 Tier Wood Storage Shelf for Living Room, Hallway, Entrance, Narrow Sofa Table with Metal Frame, Black and Brown", "asin": "B0DHXKLY8K", "price": "$142.99", "delivery": "FREE delivery Apr 15 - 17 Only 8 left in stock - order soon."},
{"title": "70.9\" Console Table,Modern Extra Narrow Long Sofa Table Behind Couch,Skinny Entry Table with Black Metal Frame for Living Room, Hallway,Classic Black", "asin": "B0BCJTN7H5", "price": "$67.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "Console Table with Power Outlet, 78.7\" Narrow Sofa Table, 11.8\" Wide Industrial Entryway Table with USB Ports, Behind Couch for Entryway, Hallway, Foyer, Living Room, Rustic Brown CTHR320E01", "asin": "B0C2TXWWS5", "price": "$76.49", "delivery": " Two-Day FREE delivery Sat, Apr 12"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T19:59:55.511Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T19:59:55.511Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DF25TNCG\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T19:59:55.511Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DF25TNCG\",}</answer>",
"index": 980,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"94.4\\\" Extra Long Console Table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\": \"94.4\\\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown\", \"asin\": \"B0DF25TNCG\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"SUPERJARE Long Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch\", \"asin\": \"B0BMFDVSCH\", \"price\": \"$59.99\", \"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, Hallway, Rusitc Brown\", \"asin\": \"B0D83DDQ96\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"HOOBRO 5.9\\\" Skinny Console Table with Charging Station, 70.9\\\" Narrow Sofa Table with Power Outlets, Long Behind Couch Table, Slim Entryway Table for Hallway, Living Room, Rustic Brown BF185UXG01\", \"asin\": \"B0BFHG23Y2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"SUPERJARE 70 Inch Console Table with Outlet, Extra Long Entryway Table with Metal Frame and X-Shaped Design, Narrow Sofa Table for Living Room and Hallway - Rustic Brown\", \"asin\": \"B09JYTCH12\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Plank+Beam Solid Wood Console Table, 56 Inch, Sofa Table, Narrow Entryway Table for Hallway, Behind The Couch, Living Room, Foyer, Easy Assembly, Blonde\", \"asin\": \"B0CQ8WZ2NG\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Plank+Beam Forma Console Table, 46 Inch, Solid Wood Sofa Table, Entryway Table for Hallway, Narrow Behind The Couch Table, Console Tables for Entryway, Living Room, Foyer, Easy Assembly, Pecan\", \"asin\": \"B0CS7TPGYW\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"Console Table with Oulets and USB Ports, 55.1\\\" Sofa Table Behind Couch, Industrial Long Skinny Stand for Hallway, Living Room, Bedroom, 6.5 Feet Power Cord, Rustic Brown\", \"asin\": \"B0C272K4KX\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"LVB Black Console Table, Modern Entryway Table with 3 Tier Storage Shelves, Industrial Sofa Table Behind Couch for Living Room, Farmhouse Wood Metal Entry Table for Hallway Foyer, Black Oak, 55 Inch\", \"asin\": \"B0CJY5PSS7\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Ecoprsio Entryway Table with Outlets and USB Ports, Console Table with 2 Drawers, Small Sofa Table with Storage Shelves for Living Room, Couch, Hallway, Foyer, Kitchen Counter, 32'', Rustic\", \"asin\": \"B09P3W1H9Y\", \"price\": \"$85.49\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"SUPERJARE Long Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch\", \"asin\": \"B0BMFDVSCH\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"94.4\\\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown\", \"asin\": \"B0DF25TNCG\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members\"},\n{\"title\": \"Kitstorack 2-Pack Rustic Brown Narrow Console Table Behind Sofa Couch, Design with Adjustable Height (25\\\"-33\\\") & Built-in Power Outlets, Includes 6.5' Power Cord - 5.9\\\" D x 79\\\" L\", \"asin\": \"B0DGT8QGBJ\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\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\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOOBRO 5.9\\\" Skinny Console Table with Charging Station, 70.9\\\" Narrow Sofa Table with Power Outlets, Long Behind Couch Table, Slim Entryway Table for Hallway, Living Room, Rustic Brown BF185UXG01\", \"asin\": \"B0BFHG23Y2\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"94.4\\\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown\", \"asin\": \"B0DF25TNCG\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members\"},\n{\"title\": \"HOOBRO 2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 47.2\\\" Long Behind Couch Table with Charging Station, Skinny Sofa Table for Living Room, Foyer, Rustic Brown BF15XGP201G1\", \"asin\": \"B0BBFQ12PK\", \"price\": \"$107.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Tribesigns 70.9-Inch Extra Long Console Table, Farmhouse Wood Sofa Table Behind Couch, Narrow Entryway Accent Table for Living Room, Hallway, Entrance, Foyer, Light Oak Brown\", \"asin\": \"B0DFCF7W9H\", \"price\": \"$179.98\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"Tribesigns Farmhouse Console Table, 70.8\\\" Extra Long Entryway Table with Storage, 2-Tier Narrow Sofa Table Behind the Couch, Rustic Wooden Accent Table for Hallway, Living Room, Entrance, Rustic Brown\", \"asin\": \"B0DJVQGKSK\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 23 - 25 This item will be released on April 21, 2025.\"},\n{\"title\": \"Console Table, 78.7\\\" Long Sofa Table Behind Couch, Narrow Entryway Table, Farmhouse Dining Table with Angled Metal Frame, Industrial Console Table for Entryway, Black CTHB20801\", \"asin\": \"B0CP9FL9WD\", \"price\": \"$87.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Tribesigns 70.9 inch Extra Long Console Table, Industrial Sofa Table Behind Couch with 2 Tier Storage Shelf, Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown\", \"asin\": \"B0CCCV2GCM\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\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, Hallway, Rusitc Brown\", \"asin\": \"B0D83DDQ96\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"SUPERJARE 70 Inch Console Table with Outlet, Extra Long Entryway Table with Metal Frame and X-Shaped Design, Narrow Sofa Table for Living Room and Hallway - Rustic Brown\", \"asin\": \"B09JYTCH12\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Console Table with Power Outlet, 63\\\" Narrow Sofa Industrial Entryway Behind Couch Table with USB Ports for Entryway, Hallway, Foyer, Living Room, Bedroom CTHR16E01Z\", \"asin\": \"B0C5WXX56K\", \"price\": \"$48.94\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"78\\\" Narrow Console Sofa Table - 2 Power Outlets & 2 USB Ports, Metal Frame, Rustic Brown, Perfect for Hallway, Office, and Behind Sofa - Easy Assembly, 4.9\\\" Extension Cord Included\", \"asin\": \"B0D1RF2XZX\", \"price\": \"$73.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"Tribesigns 70.9 Inch Extra Long Console Table for Entryway, Narrow Long Sofa Table Behind Couch, Rustic Grey Hallway Table Industrial Height Bar Table for Living Room\", \"asin\": \"B0B8CGK8B2\", \"price\": \"$113.40\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Console Table for Living Room, Long Sofa Table Behind Couch with Real Wood Beads Decoration, Retro Entryway Table for Hallway Foyer (64 Inch, Antique Natural)\", \"asin\": \"B0DHGPWPWH\", \"price\": \"$289.00\", \"delivery\": \"FREE delivery Apr 18 - 21\"},\n{\"title\": \"Tribesigns 71\\\" Sofa Tables,Extra Long Couch Table, Narrow Long Console Table, Entryway Table,Sofa Table with 3 Tiers Storage Shelves (White)\", \"asin\": \"B09HGSKPV3\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Tribesigns Wood Console Table with Drawers, Long Entryway Table, 70.9 inch Sofa Table Oak Furniture with Open Storage Shelves Wooden Couch Table Foyer Tables for Living Room Hallway Hall Entrance\", \"asin\": \"B0DJXZ4CWC\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"SUPERJARE 5.9 Inch Narrow Console Table with Outlet, Sofa Table Set of 2, Total Length 78'', Behind Couch Table, Long Entryway Tables with Charging Station, for Living Room, Rusitc Brown\", \"asin\": \"B0DR8K9CFY\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Console Table with Oulets and USB Ports, 55.1\\\" Sofa Table Behind Couch, Industrial Long Skinny Stand for Hallway, Living Room, Bedroom, 6.5 Feet Power Cord, Rustic Brown\", \"asin\": \"B0C272K4KX\", \"price\": \"$55.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ELYKEN 2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, Total 78.8\\u201d Long Behind Couch Table with Charge Station and 5.9\\u2019 Extension Cord for Living Room, 5.9\\\"D x 78.8\\u201dW x 29.5\\u201dH, Rustic Brown\", \"asin\": \"B0DQ46PBZR\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"78.7'' Narrow Console Table with Power Outlet 7.1\\\" Skinny Sofa Table, Long Behind Couch Table with Charging Station, Entryway Table for Hallway, Living Room Rustic Brown and Black TXG20UBF\", \"asin\": \"B0D2NW5C7H\", \"price\": \"$64.79\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.86'' Extra Long Console Table, Industrial Long Sofa Table with Storage, TV Console Table with Shelf,3-Layer Console Shelf for Living Room, Long Entryway Table\", \"asin\": \"B09FTH266F\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.8\\\" Extra Long Console Table, Industrial Sofa Table Behind Couch, Entryway Table with Metal Frame, Accent Table with Storage Shelves for Foyer Hallway Living Room, Brown and Black\", \"asin\": \"B0DSKY4717\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"SUPERJARE 70 Inch Console Table with 2 Outlets, 1 Type-C and 1 USB Port, Extra Long Entryway Table with Metal Frame and X-Shaped Bars, Narrow Sofa Table for Living Room, Hallway, Black\", \"asin\": \"B0CXT7JMCM\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"LITTLE TREE 70.9-Inch Long Console Table, Narrow Sofa Table Behind The Couch, Farmhouse Console Table for Living Room, Entryway, Hallway\", \"asin\": \"B0DM4J6C65\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"ELYKEN 2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\\u2019 Extension Cord, White Oak\", \"asin\": \"B0BZ43KCZH\", \"price\": \"$86.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Console Table, 70.9\\\" Narrow Long Sofa Table, Entryway Table, Industrial Sofa Table, Behind Couch Table, for Hallway, Living Room, Sturdy and Stable, Easy to Assemble, Rustic Brown CTHR18001Z\", \"asin\": \"B0C3Q9G3R5\", \"price\": \"$47.19\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\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, Hallway, Black\", \"asin\": \"B0D83GZPD2\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 5 left in stock - order soon.\"},\n{\"title\": \"Tribesigns Extra Long Console Table, 70.9 inch Narrow Sofa Tables with 3 Tier Wood Storage Shelves Industrial Metal Frame for Entryway Hallway Living Room Behind Couch, Rustic Brown Black\", \"asin\": \"B0BTV8YN13\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Tribesigns Console Sofa Table, 70.9 inch Extra Long Table Behind Couch with Storage Shelves, 3-Tier Industrial Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown\", \"asin\": \"B0BDRW2PXR\", \"price\": \"$129.49\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Homieasy 70.9 Inch Extra Long Console Table with Charging Station & Storage Shelf - Industrial Style Sofa Table Behind Couch for Living Room & Entryway, Black\", \"asin\": \"B0DKTFJCYZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"ELYKEN 2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\\u2019 Extension Cord, White\", \"asin\": \"B0C19ZWR5K\", \"price\": \"$86.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tribesigns 70.9 Inch Extra Long Sofa Table\\uff0c White and Gold Console Table with Faux Marble Tabletop, Modern Long Entryway Table with Gold Frame\", \"asin\": \"B0BP22FVXF\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"63 inch Extra Long Sofa Table, Rustic Industrial Entry Console Table, Behind Couch Table with Black Metal Frame, 3 Tier Storage Shelves for Hallway, Entryway & Living Room, Brown & Black\", \"asin\": \"B0DBL1YPFX\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Only 20 left in stock - order soon.\"},\n{\"title\": \"Tribesigns 70.9 inch Extra Long Console Table Behind Couch, Easy Assembly Sofa Table for Living Room Small Space, Rustic Industrial Narrow Entryway Hallway Table (Brown)\", \"asin\": \"B08KXYLC43\", \"price\": \"$105.30\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"Tribesigns 71 Inch Extra Long Sofa Table, Narrow Long Sofa Console Tables Behind Couch Table with Open Storage Shelf\", \"asin\": \"B0C36ZV9RY\", \"price\": \"$152.18\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"IBUYKE 78.7 Inches Extra Long Sofa Table Behind Couch, Industrial 2-Layer Console Table for Hallway, Entryway & Living Room,Rustic Brown UTMJ063H\", \"asin\": \"B0D2X15XNY\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tribesigns 70.9 Inch Extra Long Console Table for Entryway, Gray Sofa Table with Wood Tabletop, Modern Accent Tables with Half-Moon Shape Legs\", \"asin\": \"B0CGR6NHV4\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Tribesigns 70.9-Inch Extra Long Sofa Table, Wood Farmhouse 2-Tier Console Table with Storage Shelves for Living Room, Entryway, Couch, Hallway, Foyer, Rustic Brown\", \"asin\": \"B0DPMXXVMT\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 5 left in stock - order soon.\"},\n{\"title\": \"Tribesigns 70.9 Inches Extra Long Sofa Table Behind Couch, Industrial Entry Console Table for Hallway, Entryway & Living Room, Dark Brown\", \"asin\": \"B09HRNND82\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Tribesigns Sofa Table with Outlets and USB Ports, 70.9 inch Extra Long Console Table Behind Couch with Charging Station, Industrial Narrow Entryway Hallway Accent Table for Living Room\", \"asin\": \"B0BRFTVCKN\", \"price\": \"$136.07\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"70.8 Inch Extra Long Console Table for Entryway, Narrow Hallway Table, Wood Sofa Table with 3 Tier Storage Shelves for Living Room\", \"asin\": \"B0B578KXW7\", \"price\": \"$139.00\", \"delivery\": \"$10.99 delivery Apr 15 - 17\"},\n{\"title\": \"Tribesigns 70.9-Inch Long Console Table, Farmhouse Wooden Entryway Sofa Table Behind Couch, Narrow Entry Console for Living Room, Hallway, Entrance, Foyer, Light Oak\", \"asin\": \"B0DWSTXTT5\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Modern Console Table,70.8 Inch Extra Long Entryway Table with 3 Tier Storage Shelves for Living Room,Hallway, Entrance,Sofa Table with Geometric Gold Frame & Faux Marble Tabletop, White and Gold\", \"asin\": \"B0DHVDJP9Z\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 7 left in stock - order soon.\"},\n{\"title\": \"Tribesigns 70.9 Inches Sofa Console Table with 4 Tier Wood Storage Shelves, Industrial Extra Long Narrow Entryway Accent Tables for Hallway, Living Room, Foyer (Rustic Brown)\", \"asin\": \"B0CRGWKNSL\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"HSH 70.9-Inch Farmhouse Console Table,2-Tier Extra Long Sofa Table Behind Couch,Wooden Rectangular Sofa Table,Entryway Table for Entrance,Hallway,Living Room,Foyer,Rustic Brown\", \"asin\": \"B0DZ6GZ3NG\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 6 left in stock - order soon.\"},\n{\"title\": \"Tribesigns 70.9 inch Extra Long Console Table Behind Couch, Rustic Industrial Sofa Table for Living Room, Narrow Entryway Hallway Long Bar Table (Grey)\", \"asin\": \"B0BPSMGF6T\", \"price\": \"$155.79\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"Tribesigns 70.9-Inch Extra Long Console Table, Wood Sofa Table Behind Couch Narrow Long, 2-Tier Entryway Accent Table with Storage for Living Room, Hallway, Entrance, Foyer, Rustic Brown\", \"asin\": \"B0CZ6SF5F2\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"Console Table, 63\\\" Industrial Entryway Table, Extra Long Sofa Table Behind Couch, X-Shaped Support, for Entryway, Hallway, Living Room, Black CTHB4801\", \"asin\": \"B0CWL6RNDC\", \"price\": \"$71.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tribesigns 70.9\\\" Extra Long Console Table with Shelves, Narrow Sofa Table Behind Couch with Storage, Industrial Entryway Table TV Stand Accent Table for Living Room Hallway Foyer, Rustic Brown & Black\", \"asin\": \"B0D22KH3Y7\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"LITTLE TREE 70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Sofa Table Behind Couch, Large Sofa Table for Living Room, Light Brown Hallway Entry Table with Storage\", \"asin\": \"B0DKF8DX2L\", \"price\": \"$161.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Tribesigns 70.9-Inch Extra Long Console Entryway Table, Farmhouse Narrow Sofa Table Behind The Couch, Wooden Rectangular for Living Room, Entrance\", \"asin\": \"B0DPHBPR5S\", \"price\": \"$159.97\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Tribesigns Farmhouse Console Entryway Table: 70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Foyer Sofa Couch Table for Hallway, Entrance, Living Room, Grey\", \"asin\": \"B0C8SCGN43\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Tribesigns 70.86-Inch Console Table for Entyrway, Farmhouse 2-Tier Entry Entrance Table, Narrow Long Sofa Table Behind Couch, Rustic Brown\", \"asin\": \"B0DS1ZZZSZ\", \"price\": \"$182.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Tribesigns 63-Inch Long Console Table, Wooden Rectangular Sofa Table Behind The Couch, Farmhouse Entryway Table for Entrance, Hallway, Living Room (Rustic Brown)\", \"asin\": \"B0DJGQJD7K\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Tribesigns 70.9 inch Extra Long Sofa Table, Narrow Console Table Behind Couch, Rustic Industrial Entryway Table Skinny Hallway Table for Living Room\", \"asin\": \"B096MFRM5Z\", \"price\": \"$149.39\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Tribesigns 70.9 Inches Extra Long Sofa Table Behind Couch, Industrial Entry Console Table with Storage for Hallway, Entryway, Living Room, Light Natural Brown\", \"asin\": \"B0DFM4DDC1\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"70.9'' Extra Long Console Table, Industrial Sofa Table Behind Couch, 2 Tier Narrow Entryway Table with Storage Shelf, for Living Room, Rustic Brown and Black CTHR18301\", \"asin\": \"B0DR8DP7R2\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 12 left in stock - order soon.\"},\n{\"title\": \"Industrial Console Sofa Table,70.8 Inch Extra Long Entryway Table with 3 Tier Wood Storage Shelf for Living Room, Hallway, Entrance, Narrow Sofa Table with Metal Frame, Black and Brown\", \"asin\": \"B0DHXKLY8K\", \"price\": \"$142.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 8 left in stock - order soon.\"},\n{\"title\": \"70.9\\\" Console Table,Modern Extra Narrow Long Sofa Table Behind Couch,Skinny Entry Table with Black Metal Frame for Living Room, Hallway,Classic Black\", \"asin\": \"B0BCJTN7H5\", \"price\": \"$67.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Console Table with Power Outlet, 78.7\\\" Narrow Sofa Table, 11.8\\\" Wide Industrial Entryway Table with USB Ports, Behind Couch for Entryway, Hallway, Foyer, Living Room, Rustic Brown CTHR320E01\", \"asin\": \"B0C2TXWWS5\", \"price\": \"$76.49\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:59:55.511Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sofa side table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\": \"MAISON ARTS End Tables Living Room Set of 2, Farmhouse Small Side Table 3-Tier Modern Bed Side Table Nightstands for Bedroom, Ivory White\", \"asin\": \"B09H2W5641\", \"price\": \"$132.99\", \"quantity\": \"\"},\n{\"title\": \"Farmhouse End Table with Charging Station, 24''Large Sofa Side Table with LED Light and 2 Drawers, Square Nightstand with Side Shelves, for Bedroom, Living Room, Office, White and Walnut\", \"asin\": \"B0DP3WGPRK\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Farmhouse 24\\\" End Table Set of 2 with Charging Station, Large Sofa Side Table with Glass Barn Door,Wood Night Stand with Adjustable Storage Shelf,Square Bedside Table for Living Room,Bedroom\", \"asin\": \"B0DK4Y5SCG\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"JXQTLINGMU Nightstand with Charging Station, Rectangular Farmhouse End Table with Barn Door and Adjustable Storage Shelf, 17\\\" Deep Wood Rustic Sofa Side Table for Living Room, Bedroom, Light Brown\", \"asin\": \"B0D9W3YPWW\", \"price\": \"$118.99\", \"quantity\": \"\"},\n{\"title\": \"LITTLE TREE End Table, Narrow End Table with 3 Storage Shelves, Industrial C-Shaped Small Sofa Side Table for Living Room, Wood Slim Snack Table with Black Metal Frame, Rustic Brown\", \"asin\": \"B0CW994B8Q\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"AOJEZOR Side Table: End Table for Indoor Use - Small Side Tables for Small Spaces All Matte Black with 3 Legged\", \"asin\": \"B09X9GMLZG\", \"price\": \"$26.55\", \"quantity\": \"\"},\n{\"title\": \"Floating Nightstand Wooden, Bedside Table, Nightstand Shelf, Handmade, Wall Mounted Bedside Shelf, Minimalist and Unique Style (Vancouver)\", \"asin\": \"B0BZZ61B1H\", \"price\": \"$128.00\", \"quantity\": \"\"},\n{\"title\": \"SUPERJARE Long Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch\", \"asin\": \"B0BMFDVSCH\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"SUPERJARE Nightstands Set of 2, Night stands with Charging Station & PE Rattan Decor Drawer, Bed Side Tables with Solid Wood Feet, End Table, for Bedroom, Living Room - Natural\", \"asin\": \"B0BBL4XJTD\", \"price\": \"$98.99\", \"quantity\": \"\"},\n{\"title\": \"SANODESK Medical Adjustable Overbed Bedside Table with Hidden Casters, Pneumatic Mobile Laptop Computer Standing Desk Cart with Tray, Hospital and Home Use(27.6\\\" W x 15.7\\\" D, White)\", \"asin\": \"B09XGNQ3Y1\", \"price\": \"$69.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"VASAGLE Side Table, Small Round End Table with Lower Shelf, Nightstand for Small Spaces, Living Room, Bedroom, Rustic Walnut ULET283T41\", \"asin\": \"B0B18NB7ZF\"},\n{\"title\": \"VASAGLE Side Table, Small Round End Table with Lower Shelf, Nightstand for Small Spaces, Living Room, Bedroom, Charcoal Gray ULET283T22\", \"asin\": \"B0BVDMVBXY\"},\n{\"title\": \"VASAGLE Side Table, Small Round End Table with Lower Shelf, Nightstand for Small Spaces, Living Room, Bedroom, Smoky Gray ULET283T68\", \"asin\": \"B0BX52PCRJ\"}],\n\"search_results\": [{\"title\": \"Swivel Table Side Table for Couch - TV Trays for Eating on Couch - Height Adjustable/360\\u00b0 Swivel/180\\u00b0 Flip - with Slat and Paper Clip for Laptop/Phone/Reading - Rustic\", \"asin\": \"B0DPZ6K6DV\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Kate and Laurel Credele Modern Glam Marble C-Table End Table, 12 x 19 x 27, White and Gold, Chic Contemporary TV Tray Table with Metal Legs And Cultured Marble Tabletop\", \"asin\": \"B0C4136VJK\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Pipishell C-Shaped Side Table, C-Table for Sofa, End Table with Metal Frame, Large Surface Couch Table for Living Room, Bedroom, and Home Office, Rustic Design, PIET11V\", \"asin\": \"B0DGLK7D9R\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Sofa Armrest Tray Table for Couch - 360\\u00b0 Swivel Height Adjustable End for Small Spaces, Snack Side Table for Bed or Chair with Phone & Tablet Slot (Rustic,Standard)\", \"asin\": \"B0CSFJ16ZV\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"LORYERGO TV Tray - TV Table, Folding Table Trays, w/6 Height & 3 Tilt Angle, w/Cup Holder, Dinner Tray for Eating on Couch, Laptop, Bed & Couch\", \"asin\": \"B088DB5V13\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"VASAGLE C-Shaped End Table, Small Side Table for Couch, Sofa Table with Metal Frame for Living Room, Bedroom, Bedside, Rustic Brown and Black\", \"asin\": \"B08VDQN8H5\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space\", \"asin\": \"B0B93L5WPW\", \"price\": \"$53.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Vantic C Shaped End Table, Small Side Table for Couch and Recliner, Slide Under Sofa Tray Desk with Storage Bag for Living Room and Bedroom, Rustic Brown\", \"asin\": \"B0C37HCBRF\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"QEEIG Narrow C Shaped Side Table Set of 2 Living Room Sets Slim Couch Tray Tables Skinny Thin Small Farmhouse 7 inch Width, Rustic Brown (017-18BN)\", \"asin\": \"B0BV6KN8Q8\", \"price\": \"$49.82\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Sofa Armrest Tray Table for Couch - 360\\u00b0 Swivel Height Adjustable End for Small Spaces, Snack Side Table for Bed or Chair with Phone & Tablet Slot (Rustic,Standard)\", \"asin\": \"B0CSFJ16ZV\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOOBRO Foldable End Table, C Shaped Side Table with Storage Shelf, Small Snack Table Suitable for Living Room Bedroom Small Spaces, Easy Assembly, Rustic Brown BF29SF01\", \"asin\": \"B0B4DMGZ1C\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Kate and Laurel Celia Round Metal Foldable Tray Accent Table, 14x14x26, Green\", \"asin\": \"B0C74PJ8SW\", \"price\": \"$63.89\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"5 Piece Patio Furniture Set - Wicker Patio Conversation Set with Swivel Glider, 3 Seat Sofa, Tempered Glass Side Table and Coffee Table for Deck Backyard - Brown Wicker Beige Cushion\", \"asin\": \"B0DMSY4NX2\", \"price\": \"$879.00\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"MAISON ARTS End Tables Living Room Set of 2, Farmhouse Small Side Table 3-Tier Modern Bed Side Table Nightstands for Bedroom, Ivory White\", \"asin\": \"B09H2W5641\", \"price\": \"$132.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Kate and Laurel Aja Modern Side Table, 15 x 15 x 23, Walnut Brown, Decorative Modern Geometric Wood Bedroom Nightstand Table with Round Tabletop and Unique Slanted Legs\", \"asin\": \"B09R9B23Q3\", \"price\": \"$138.40\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"VASAGLE Side Table, Small Round End Table with Lower Shelf, Nightstand for Small Spaces, Living Room, Bedroom, Rustic Walnut ULET283T41\", \"asin\": \"B0B18NB7ZF\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 9 left in stock - order soon.\"},\n{\"title\": \"Narrow Side Table, Slim End Tables with Fabric Basket, Skinny Table for Small Spaces, Thin Bedside Table for Living Room, Bedroom\", \"asin\": \"B0CSXM56FB\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"LITTLE TREE End Table, 3-Tier Side Table, Slim Sofa Side Table for Living Room, Tall Bedside Table Nightstand for Bedroom, Rustic Brown and Black\", \"asin\": \"B0D2RL3S36\", \"price\": \"$73.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"VASAGLE C-Shaped End Table, Side Table for Sofa, Couch Table with Metal Frame, Small TV Tray Table for Living Room, Bedroom, Greige and Black\", \"asin\": \"B0B637D8GV\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Masupu Sofa Arm Tray Table - 360\\u00b0 Swivel Height Adjustable End Table, Small Snack Side Table for Couch, C Shaped Table for Bed, Chair or TV Tray Table(Rustic Brown)\", \"asin\": \"B0DFPVDBMD\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Kate and Laurel Zabel Industrial Modern End Table, 22.5 x 20.5, Natural Wood and Rustic Iron, Decorative Round Side Table with with Wrought Iron Metal Frame and White Oak Finish\", \"asin\": \"B07R81CS3C\", \"price\": \"$110.95\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Tribesigns 70.9-Inch Extra Long Console Table, Farmhouse Wood Sofa Table Behind Couch, Narrow Entryway Accent Table for Living Room, Hallway, Entrance, Foyer, Light Oak Brown\", \"asin\": \"B0DFCF7W9H\", \"price\": \"$179.98\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"Kate and Laurel Alessia Modern Round Metal Side Table, 15 x 15 x 22, Bronze, Decorative Glam Cast Aluminum End Table with Deckled Edge for Bedroom Nightstand or Living Room Accent\", \"asin\": \"B09WZB57FN\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01\", \"asin\": \"B09MTGKK9R\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"VASAGLE C Shape End Table, Small Coffee Table for Couch Or Sofa, Industrial Side Table in Living Room, Bedroom, 13.8 x 21.7 x 26 Inches, Rustic Brown and Black ULNT52BX\", \"asin\": \"B083MWS4CG\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"WLIVE Small Side Table, C Shaped End Table for Couch, Sofa and Bed, Tv Tray Table That Slides Under for Living Room, Bedroom, Bedside, Gray and Black\", \"asin\": \"B07HCBR1Y1\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hosfais Side Table Small End Table, C-Shaped Wood Sofa Table with Metal Frame for Living Room, Bedroom, Small Spaces (Rustic Brown)\", \"asin\": \"B0BKG7L8F2\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Snughome Console Table with Power Outlets, Entryway Table with Storage, 31.5\\\" L x 9.8\\\" W x 29.5\\\" H Narrow Sofa Table with 3 Tier Shelves, Couch Table with USB Ports, for Hallway Living Room, Entrance\", \"asin\": \"B0CDBYL1XV\", \"price\": \"$55.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Kate and Laurel Tira Round Side Table, 14 x 14 x 24, Walnut Brown Wood and Black, Decorative Pedestal Style End Table for Use as a Bedroom Nighstand or Living Room Accent\", \"asin\": \"B0B5B1268V\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"HOOBRO End Table with Charging Station, Narrow Side Table, Nightstand with 2 Non-Woven Drawers, Slim Sofa Side Table, for Small Spaces, Living Room, Bedroom, Rustic Brown and Black BF486UBZ01\", \"asin\": \"B0BY4N6HC8\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"C Shaped End Table with Charging Station, Small Side Table with Storage Bag for Couch and Recliner, Slide Under Sofa Tray for Living Room, Bedroom, Rustic Brown\", \"asin\": \"B0CL6N2MQW\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"VASAGLE Side Table, Small End Table, Tall Nightstand for Living Room, Bedroom, Office, Bathroom, Greige and Classic Black ULET273B02\", \"asin\": \"B097XJW28C\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Yoobure C Shaped End Table with Charging Station for Living Room, Bedroom, Sofa Table with USB Ports and Outlets for Small Spaces, C Couch Rustic Snack Bed Table\", \"asin\": \"B0B58BL8C9\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Kitstorack TV Tray Table, Adjustable Height & 90\\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces\", \"asin\": \"B0DGPJZNQ3\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)\", \"asin\": \"B07DRGZMHQ\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 5 left in stock - order soon.\"},\n{\"title\": \"Vagusicc C Shaped End Table, 28'' Tall Side Table for Couch, Small Couch Side Table, TV Tray Tables for Small Spaces, Slide Under Sofa Table Arm Tables with Metal Frame for Living Room, Black\", \"asin\": \"B0DGKXK2TM\", \"price\": \"$33.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Couch Arm Tray,Bamboo Sofa Tray Table Clip on Side Table,Foldable Couch Armrest Table with 360\\u00b0 Phone Holder,Couch Tray for Eating/Drinks/Snacks/Remote/Control\", \"asin\": \"B09LLZ1R32\", \"price\": \"$31.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"SUPERJARE Nightstand with Charging Station, Bed Side Table with Adjustable Fabric Drawer, Night Stand for Bedroom, 3-Tier Storage End Table, for Living Room, Rustic Brown and Black\", \"asin\": \"B0BDFRN629\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"QEEIG C Table Side Table Set of 2 Living Room Sets C Shaped Couch Tray End Tables Farmhouse, Rustic Brown (017-30BN)\", \"asin\": \"B0BV6HTPM1\", \"price\": \"$49.82\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Huuger Nightstand with Charging Station, Side Table with Fabric Drawers, End Table with Open Shelf, Bedside Table with USB Ports and Outlets, Night Stand for Bedroom, Rustic Brown and Black\", \"asin\": \"B0C1Y5VL8D\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"End Table with Charging Station,Small Side Table,2-Tier Nightstand with Storage Shelf,Sofa Bedside Table for Small Spaces in Living Room,Bedroom,Office,Easy Assembly,White\", \"asin\": \"B0D7Q5VXV8\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOOBRO Narrow Console Table, 29.5\\\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01\", \"asin\": \"B09NL1RH4D\", \"price\": \"$33.43\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOOBRO Side/End Table with Charging Station, USB Ports and Outlet, Nightstand with 2-Layer Storage Shelves for Small Spaces, Living Room, Bedroom, Stable Frame, Rustic Brown BF09UBZ01\", \"asin\": \"B0B9GXLK1P\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"X-cosrack Side Table with Charging Station, End Table with USB Ports and Outlets, Nightstand with Storage Shelves for Small Space, Sofa Couch Table Bedside Table for Living Room Bedroom\", \"asin\": \"B0DHGKY6PS\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Vagusicc C Shaped End Table, 33\\\"Tall Side Table for Couch, Adjustable Height Sofa Table Small Couch Side Tables, Slide Under Recliner TV Tray Arm Tables with Metal Frame for Living Room,Bedroom,Brown\", \"asin\": \"B0DMVZX2GQ\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Vagusicc C Shaped End Table with Charging Station, 33\\\" Tall Side Table for Couch, Sofa Table Adjustable Height Small Couch Side C Table, Slide Under Sofa Tray Arm Table for Living Room, Bedroom, Brown\", \"asin\": \"B0D7Q9X9QS\", \"price\": \"$34.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOOBRO 29.5\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 3-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF72XG01\", \"asin\": \"B0C1P1XWCT\", \"price\": \"$45.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"WLIVE End Table with Charging Station, Narrow Side Table for Living Room, Farmhouse Night Stand with Storage, Small Wooden Cabinet with USB Ports and Outlets for Living Room and Bedroom, Espresso\", \"asin\": \"B0BJ6Z9S6M\"},\n{\"title\": \"Elbourn Folding Side Table End Couch Tables,Metal Frame C-Shaped TV Stand for Sofa Living Bedroom Bedside Coffee Small Spaces(Vintage Wood Color)\", \"asin\": \"B0D93ZZBDK\", \"price\": \"$36.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"C Shaped Sofa Side Table: Couch End Table with Drawer - Bedside Table with Wheels - 19.7''L x 11.8''W x 28''H - C Mobile Tables with Storage Basket for Living Room Bedroom\", \"asin\": \"B0C1C1N2YN\", \"price\": \"$40.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Yoobure C Shaped End Table, Side Table for Couch and Bed, Small Side Tables for Small Spaces, Living Room, Bedroom, Rustic Snack Tables\", \"asin\": \"B09QC6QN7D\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"C-Shaped Handmade End Table, Side Table for Couches, Sofa Tables Slide Under Couch for Living Room, Over Couch TV Tray Table for Small Spaces (Large, Chestnut)\", \"asin\": \"B0D8PY2J7T\", \"price\": \"$94.00\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"LITTLE TREE Wood End Table with 2 Drawers Sofa Side Table, No Assembly Required Vintage Slim Nightstand Bedside Table for Bedroom\", \"asin\": \"B0BYHGXZPG\", \"price\": \"$177.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"HOOBRO Small Narrow Side Table with Charging Station, Skinny End Table for Small Spaces, Slim Nightstand with USB Ports Outlet, Sofa Beside Table with Storage Shelf, Rustic Brown and Black BF102UBZ01\", \"asin\": \"B0C6M33CB7\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Nnewvante Couch Cup Holder Tray, 3 in 1 Large 15.36\\\"x9.85\\\" Acacia Wood Sofa Arm Clip on Tray Table with 360\\u00b0Rotated Phone Holder on Armrest\", \"asin\": \"B0CNRMQKNS\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"3-Tier Small Narrow Wood Side Table with Charging Station, Skinny Nightstand for Small Space, Slim Bedside Table with Storage for Couch, Thin End Table with USB Ports and Outlets, White\", \"asin\": \"B0D7HLGBVL\", \"price\": \"$25.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\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, Hallway, Rusitc Brown\", \"asin\": \"B0D83DDQ96\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"AMHANCIBLE C Shaped End Table Set of 2, Slide Under Couch Table for Sofa, TV Tray Snack Table for Living Room, Side Table for Small Space, Rustic Brown HET02CBR\", \"asin\": \"B09FXZTLX2\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"VASAGLE Side Tables Set of 2, Small End Table, Nightstand for Living Room, Bedroom, Office, Bathroom, Rustic Brown and Black ULET272B01\", \"asin\": \"B08JTWKY2H\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOLANA Acacia Wood Sofa Armrest Tray - 13.75 x 9.5in Double Hinge Sofa Arm Tray Table Clip - Couch Arm Table - Wooden Side Tables for Small Spaces for Eating and Drink (Acacia)\", \"asin\": \"B0CSBW7YXF\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Vagusicc C Shaped End Table for Couch, Side Table for Couch, Small Couch Side Table for Small Spaces, Slide Under Sofa Table TV Tray with Metal Frame for Living Room, Bedroom (White)\", \"asin\": \"B0DHG6PGBR\", \"price\": \"$24.59\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Vaunn Medical Adjustable Overbed Bedside Table With Wheels (Hospital and Home Use)\", \"asin\": \"B00QMNTMXA\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO C Shaped Side Table with Charging Station, Foldable Coffee End Table with Fabric Bag, Sofa Couch TV Tray for Small Space in Living Room, Bedroom, Rustic Brown and Black BF30USF01\", \"asin\": \"B0C2Y5LSL8\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:00:16.052Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T20:00:16.052Z
|
click_product
|
B00QMNTMXA
|
rule
|
train
| 981 |
2025-04-10T20:00:16.052Z
|
click_product
|
B00QMNTMXA
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
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{"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"}
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{"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"}
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{"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"}
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{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sofa side table"}],
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{"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": "MAISON ARTS End Tables Living Room Set of 2, Farmhouse Small Side Table 3-Tier Modern Bed Side Table Nightstands for Bedroom, Ivory White", "asin": "B09H2W5641", "price": "$132.99", "quantity": ""},
{"title": "Farmhouse End Table with Charging Station, 24''Large Sofa Side Table with LED Light and 2 Drawers, Square Nightstand with Side Shelves, for Bedroom, Living Room, Office, White and Walnut", "asin": "B0DP3WGPRK", "price": "$159.99", "quantity": ""},
{"title": "Farmhouse 24\" End Table Set of 2 with Charging Station, Large Sofa Side Table with Glass Barn Door,Wood Night Stand with Adjustable Storage Shelf,Square Bedside Table for Living Room,Bedroom", "asin": "B0DK4Y5SCG", "price": "$289.99", "quantity": ""},
{"title": "JXQTLINGMU Nightstand with Charging Station, Rectangular Farmhouse End Table with Barn Door and Adjustable Storage Shelf, 17\" Deep Wood Rustic Sofa Side Table for Living Room, Bedroom, Light Brown", "asin": "B0D9W3YPWW", "price": "$118.99", "quantity": ""},
{"title": "LITTLE TREE End Table, Narrow End Table with 3 Storage Shelves, Industrial C-Shaped Small Sofa Side Table for Living Room, Wood Slim Snack Table with Black Metal Frame, Rustic Brown", "asin": "B0CW994B8Q", "price": "$89.99", "quantity": ""},
{"title": "AOJEZOR Side Table: End Table for Indoor Use - Small Side Tables for Small Spaces All Matte Black with 3 Legged", "asin": "B09X9GMLZG", "price": "$26.55", "quantity": ""},
{"title": "Floating Nightstand Wooden, Bedside Table, Nightstand Shelf, Handmade, Wall Mounted Bedside Shelf, Minimalist and Unique Style (Vancouver)", "asin": "B0BZZ61B1H", "price": "$128.00", "quantity": ""},
{"title": "SUPERJARE Long Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch", "asin": "B0BMFDVSCH", "price": "$59.99", "quantity": ""},
{"title": "SUPERJARE Nightstands Set of 2, Night stands with Charging Station & PE Rattan Decor Drawer, Bed Side Tables with Solid Wood Feet, End Table, for Bedroom, Living Room - Natural", "asin": "B0BBL4XJTD", "price": "$98.99", "quantity": ""},
{"title": "SANODESK Medical Adjustable Overbed Bedside Table with Hidden Casters, Pneumatic Mobile Laptop Computer Standing Desk Cart with Tray, Hospital and Home Use(27.6\" W x 15.7\" D, White)", "asin": "B09XGNQ3Y1", "price": "$69.98", "quantity": ""}],
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"search_results": [{"title": "Swivel Table Side Table for Couch - TV Trays for Eating on Couch - Height Adjustable/360\u00b0 Swivel/180\u00b0 Flip - with Slat and Paper Clip for Laptop/Phone/Reading - Rustic", "asin": "B0DPZ6K6DV", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Kate and Laurel Credele Modern Glam Marble C-Table End Table, 12 x 19 x 27, White and Gold, Chic Contemporary TV Tray Table with Metal Legs And Cultured Marble Tabletop", "asin": "B0C4136VJK", "price": "$159.99", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Pipishell C-Shaped Side Table, C-Table for Sofa, End Table with Metal Frame, Large Surface Couch Table for Living Room, Bedroom, and Home Office, Rustic Design, PIET11V", "asin": "B0DGLK7D9R", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Sofa Armrest Tray Table for Couch - 360\u00b0 Swivel Height Adjustable End for Small Spaces, Snack Side Table for Bed or Chair with Phone & Tablet Slot (Rustic,Standard)", "asin": "B0CSFJ16ZV", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "LORYERGO TV Tray - TV Table, Folding Table Trays, w/6 Height & 3 Tilt Angle, w/Cup Holder, Dinner Tray for Eating on Couch, Laptop, Bed & Couch", "asin": "B088DB5V13", "price": "$37.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "VASAGLE C-Shaped End Table, Small Side Table for Couch, Sofa Table with Metal Frame for Living Room, Bedroom, Bedside, Rustic Brown and Black", "asin": "B08VDQN8H5", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space", "asin": "B0B93L5WPW", "price": "$53.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Vantic C Shaped End Table, Small Side Table for Couch and Recliner, Slide Under Sofa Tray Desk with Storage Bag for Living Room and Bedroom, Rustic Brown", "asin": "B0C37HCBRF", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "QEEIG Narrow C Shaped Side Table Set of 2 Living Room Sets Slim Couch Tray Tables Skinny Thin Small Farmhouse 7 inch Width, Rustic Brown (017-18BN)", "asin": "B0BV6KN8Q8", "price": "$49.82", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Sofa Armrest Tray Table for Couch - 360\u00b0 Swivel Height Adjustable End for Small Spaces, Snack Side Table for Bed or Chair with Phone & Tablet Slot (Rustic,Standard)", "asin": "B0CSFJ16ZV", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "HOOBRO Foldable End Table, C Shaped Side Table with Storage Shelf, Small Snack Table Suitable for Living Room Bedroom Small Spaces, Easy Assembly, Rustic Brown BF29SF01", "asin": "B0B4DMGZ1C", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Kate and Laurel Celia Round Metal Foldable Tray Accent Table, 14x14x26, Green", "asin": "B0C74PJ8SW", "price": "$63.89", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "5 Piece Patio Furniture Set - Wicker Patio Conversation Set with Swivel Glider, 3 Seat Sofa, Tempered Glass Side Table and Coffee Table for Deck Backyard - Brown Wicker Beige Cushion", "asin": "B0DMSY4NX2", "price": "$879.00", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "MAISON ARTS End Tables Living Room Set of 2, Farmhouse Small Side Table 3-Tier Modern Bed Side Table Nightstands for Bedroom, Ivory White", "asin": "B09H2W5641", "price": "$132.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "Kate and Laurel Aja Modern Side Table, 15 x 15 x 23, Walnut Brown, Decorative Modern Geometric Wood Bedroom Nightstand Table with Round Tabletop and Unique Slanted Legs", "asin": "B09R9B23Q3", "price": "$138.40", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "VASAGLE Side Table, Small Round End Table with Lower Shelf, Nightstand for Small Spaces, Living Room, Bedroom, Rustic Walnut ULET283T41", "asin": "B0B18NB7ZF", "price": "$39.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members Only 9 left in stock - order soon."},
{"title": "Narrow Side Table, Slim End Tables with Fabric Basket, Skinny Table for Small Spaces, Thin Bedside Table for Living Room, Bedroom", "asin": "B0CSXM56FB", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "LITTLE TREE End Table, 3-Tier Side Table, Slim Sofa Side Table for Living Room, Tall Bedside Table Nightstand for Bedroom, Rustic Brown and Black", "asin": "B0D2RL3S36", "price": "$73.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "VASAGLE C-Shaped End Table, Side Table for Sofa, Couch Table with Metal Frame, Small TV Tray Table for Living Room, Bedroom, Greige and Black", "asin": "B0B637D8GV", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Masupu Sofa Arm Tray Table - 360\u00b0 Swivel Height Adjustable End Table, Small Snack Side Table for Couch, C Shaped Table for Bed, Chair or TV Tray Table(Rustic Brown)", "asin": "B0DFPVDBMD", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Kate and Laurel Zabel Industrial Modern End Table, 22.5 x 20.5, Natural Wood and Rustic Iron, Decorative Round Side Table with with Wrought Iron Metal Frame and White Oak Finish", "asin": "B07R81CS3C", "price": "$110.95", "delivery": "FREE delivery Tue, Apr 15 for Prime members Only 1 left in stock - order soon."},
{"title": "Tribesigns 70.9-Inch Extra Long Console Table, Farmhouse Wood Sofa Table Behind Couch, Narrow Entryway Accent Table for Living Room, Hallway, Entrance, Foyer, Light Oak Brown", "asin": "B0DFCF7W9H", "price": "$179.98", "delivery": "FREE delivery Apr 16 - 21"},
{"title": "Kate and Laurel Alessia Modern Round Metal Side Table, 15 x 15 x 22, Bronze, Decorative Glam Cast Aluminum End Table with Deckled Edge for Bedroom Nightstand or Living Room Accent", "asin": "B09WZB57FN", "price": "$149.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01", "asin": "B09MTGKK9R", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "VASAGLE C Shape End Table, Small Coffee Table for Couch Or Sofa, Industrial Side Table in Living Room, Bedroom, 13.8 x 21.7 x 26 Inches, Rustic Brown and Black ULNT52BX", "asin": "B083MWS4CG", "price": "$39.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "WLIVE Small Side Table, C Shaped End Table for Couch, Sofa and Bed, Tv Tray Table That Slides Under for Living Room, Bedroom, Bedside, Gray and Black", "asin": "B07HCBR1Y1", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hosfais Side Table Small End Table, C-Shaped Wood Sofa Table with Metal Frame for Living Room, Bedroom, Small Spaces (Rustic Brown)", "asin": "B0BKG7L8F2", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Snughome Console Table with Power Outlets, Entryway Table with Storage, 31.5\" L x 9.8\" W x 29.5\" H Narrow Sofa Table with 3 Tier Shelves, Couch Table with USB Ports, for Hallway Living Room, Entrance", "asin": "B0CDBYL1XV", "price": "$55.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Kate and Laurel Tira Round Side Table, 14 x 14 x 24, Walnut Brown Wood and Black, Decorative Pedestal Style End Table for Use as a Bedroom Nighstand or Living Room Accent", "asin": "B0B5B1268V", "price": "$129.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "HOOBRO End Table with Charging Station, Narrow Side Table, Nightstand with 2 Non-Woven Drawers, Slim Sofa Side Table, for Small Spaces, Living Room, Bedroom, Rustic Brown and Black BF486UBZ01", "asin": "B0BY4N6HC8", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "C Shaped End Table with Charging Station, Small Side Table with Storage Bag for Couch and Recliner, Slide Under Sofa Tray for Living Room, Bedroom, Rustic Brown", "asin": "B0CL6N2MQW", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "VASAGLE Side Table, Small End Table, Tall Nightstand for Living Room, Bedroom, Office, Bathroom, Greige and Classic Black ULET273B02", "asin": "B097XJW28C", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Yoobure C Shaped End Table with Charging Station for Living Room, Bedroom, Sofa Table with USB Ports and Outlets for Small Spaces, C Couch Rustic Snack Bed Table", "asin": "B0B58BL8C9", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Kitstorack TV Tray Table, Adjustable Height & 90\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces", "asin": "B0DGPJZNQ3", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)", "asin": "B07DRGZMHQ", "price": "$38.99", "delivery": " Two-Day FREE delivery Sat, Apr 12 Only 5 left in stock - order soon."},
{"title": "Vagusicc C Shaped End Table, 28'' Tall Side Table for Couch, Small Couch Side Table, TV Tray Tables for Small Spaces, Slide Under Sofa Table Arm Tables with Metal Frame for Living Room, Black", "asin": "B0DGKXK2TM", "price": "$33.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Couch Arm Tray,Bamboo Sofa Tray Table Clip on Side Table,Foldable Couch Armrest Table with 360\u00b0 Phone Holder,Couch Tray for Eating/Drinks/Snacks/Remote/Control", "asin": "B09LLZ1R32", "price": "$31.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "SUPERJARE Nightstand with Charging Station, Bed Side Table with Adjustable Fabric Drawer, Night Stand for Bedroom, 3-Tier Storage End Table, for Living Room, Rustic Brown and Black", "asin": "B0BDFRN629", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "QEEIG C Table Side Table Set of 2 Living Room Sets C Shaped Couch Tray End Tables Farmhouse, Rustic Brown (017-30BN)", "asin": "B0BV6HTPM1", "price": "$49.82", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Huuger Nightstand with Charging Station, Side Table with Fabric Drawers, End Table with Open Shelf, Bedside Table with USB Ports and Outlets, Night Stand for Bedroom, Rustic Brown and Black", "asin": "B0C1Y5VL8D", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "End Table with Charging Station,Small Side Table,2-Tier Nightstand with Storage Shelf,Sofa Bedside Table for Small Spaces in Living Room,Bedroom,Office,Easy Assembly,White", "asin": "B0D7Q5VXV8", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "HOOBRO Narrow Console Table, 29.5\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01", "asin": "B09NL1RH4D", "price": "$33.43", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "HOOBRO Side/End Table with Charging Station, USB Ports and Outlet, Nightstand with 2-Layer Storage Shelves for Small Spaces, Living Room, Bedroom, Stable Frame, Rustic Brown BF09UBZ01", "asin": "B0B9GXLK1P", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "X-cosrack Side Table with Charging Station, End Table with USB Ports and Outlets, Nightstand with Storage Shelves for Small Space, Sofa Couch Table Bedside Table for Living Room Bedroom", "asin": "B0DHGKY6PS", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Vagusicc C Shaped End Table, 33\"Tall Side Table for Couch, Adjustable Height Sofa Table Small Couch Side Tables, Slide Under Recliner TV Tray Arm Tables with Metal Frame for Living Room,Bedroom,Brown", "asin": "B0DMVZX2GQ", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Vagusicc C Shaped End Table with Charging Station, 33\" Tall Side Table for Couch, Sofa Table Adjustable Height Small Couch Side C Table, Slide Under Sofa Tray Arm Table for Living Room, Bedroom, Brown", "asin": "B0D7Q9X9QS", "price": "$34.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "HOOBRO 29.5\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 3-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF72XG01", "asin": "B0C1P1XWCT", "price": "$45.04", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "WLIVE End Table with Charging Station, Narrow Side Table for Living Room, Farmhouse Night Stand with Storage, Small Wooden Cabinet with USB Ports and Outlets for Living Room and Bedroom, Espresso", "asin": "B0BJ6Z9S6M"},
{"title": "Elbourn Folding Side Table End Couch Tables,Metal Frame C-Shaped TV Stand for Sofa Living Bedroom Bedside Coffee Small Spaces(Vintage Wood Color)", "asin": "B0D93ZZBDK", "price": "$36.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "C Shaped Sofa Side Table: Couch End Table with Drawer - Bedside Table with Wheels - 19.7''L x 11.8''W x 28''H - C Mobile Tables with Storage Basket for Living Room Bedroom", "asin": "B0C1C1N2YN", "price": "$40.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Yoobure C Shaped End Table, Side Table for Couch and Bed, Small Side Tables for Small Spaces, Living Room, Bedroom, Rustic Snack Tables", "asin": "B09QC6QN7D", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "C-Shaped Handmade End Table, Side Table for Couches, Sofa Tables Slide Under Couch for Living Room, Over Couch TV Tray Table for Small Spaces (Large, Chestnut)", "asin": "B0D8PY2J7T", "price": "$94.00", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "LITTLE TREE Wood End Table with 2 Drawers Sofa Side Table, No Assembly Required Vintage Slim Nightstand Bedside Table for Bedroom", "asin": "B0BYHGXZPG", "price": "$177.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "HOOBRO Small Narrow Side Table with Charging Station, Skinny End Table for Small Spaces, Slim Nightstand with USB Ports Outlet, Sofa Beside Table with Storage Shelf, Rustic Brown and Black BF102UBZ01", "asin": "B0C6M33CB7", "price": "$29.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "Nnewvante Couch Cup Holder Tray, 3 in 1 Large 15.36\"x9.85\" Acacia Wood Sofa Arm Clip on Tray Table with 360\u00b0Rotated Phone Holder on Armrest", "asin": "B0CNRMQKNS", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "3-Tier Small Narrow Wood Side Table with Charging Station, Skinny Nightstand for Small Space, Slim Bedside Table with Storage for Couch, Thin End Table with USB Ports and Outlets, White", "asin": "B0D7HLGBVL", "price": "$25.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"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, Hallway, Rusitc Brown", "asin": "B0D83DDQ96", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "AMHANCIBLE C Shaped End Table Set of 2, Slide Under Couch Table for Sofa, TV Tray Snack Table for Living Room, Side Table for Small Space, Rustic Brown HET02CBR", "asin": "B09FXZTLX2", "price": "$47.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "VASAGLE Side Tables Set of 2, Small End Table, Nightstand for Living Room, Bedroom, Office, Bathroom, Rustic Brown and Black ULET272B01", "asin": "B08JTWKY2H", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "HOLANA Acacia Wood Sofa Armrest Tray - 13.75 x 9.5in Double Hinge Sofa Arm Tray Table Clip - Couch Arm Table - Wooden Side Tables for Small Spaces for Eating and Drink (Acacia)", "asin": "B0CSBW7YXF", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Vagusicc C Shaped End Table for Couch, Side Table for Couch, Small Couch Side Table for Small Spaces, Slide Under Sofa Table TV Tray with Metal Frame for Living Room, Bedroom (White)", "asin": "B0DHG6PGBR", "price": "$24.59", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "Vaunn Medical Adjustable Overbed Bedside Table With Wheels (Hospital and Home Use)", "asin": "B00QMNTMXA", "price": "$64.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "HOOBRO C Shaped Side Table with Charging Station, Foldable Coffee End Table with Fabric Bag, Sofa Couch TV Tray for Small Space in Living Room, Bedroom, Rustic Brown and Black BF30USF01", "asin": "B0C2Y5LSL8", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T20:00:16.052Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:00:16.052Z\",\"action\": \"click_product\",\"acion_argument\": \"B00QMNTMXA\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T20:00:16.052Z\",\"action\": \"click_product\",\"acion_argument\": \"B00QMNTMXA\",}</answer>",
"index": 981,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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\": 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360\\u00b0 Swivel Height Adjustable End Table, Small Snack Side Table for Couch, C Shaped Table for Bed, Chair or TV Tray Table(Rustic Brown)\", \"asin\": \"B0DFPVDBMD\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Kate and Laurel Zabel Industrial Modern End Table, 22.5 x 20.5, Natural Wood and Rustic Iron, Decorative Round Side Table with with Wrought Iron Metal Frame and White Oak Finish\", \"asin\": \"B07R81CS3C\", \"price\": \"$110.95\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Tribesigns 70.9-Inch Extra Long Console Table, Farmhouse Wood Sofa Table Behind Couch, Narrow Entryway Accent Table for Living Room, Hallway, Entrance, Foyer, Light Oak Brown\", \"asin\": \"B0DFCF7W9H\", \"price\": \"$179.98\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"Kate and Laurel Alessia Modern Round Metal Side Table, 15 x 15 x 22, Bronze, Decorative Glam Cast Aluminum End Table with Deckled Edge for Bedroom Nightstand or Living Room Accent\", \"asin\": \"B09WZB57FN\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01\", \"asin\": \"B09MTGKK9R\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"VASAGLE C Shape End Table, Small Coffee Table for Couch Or Sofa, Industrial Side Table in Living Room, Bedroom, 13.8 x 21.7 x 26 Inches, Rustic Brown and Black ULNT52BX\", \"asin\": \"B083MWS4CG\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"WLIVE Small Side Table, C Shaped End Table for Couch, Sofa and Bed, Tv Tray Table That Slides Under for Living Room, Bedroom, Bedside, Gray and Black\", \"asin\": \"B07HCBR1Y1\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hosfais Side Table Small End Table, C-Shaped Wood Sofa Table with Metal Frame for Living Room, Bedroom, Small Spaces (Rustic Brown)\", \"asin\": \"B0BKG7L8F2\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Snughome Console Table with Power Outlets, Entryway Table with Storage, 31.5\\\" L x 9.8\\\" W x 29.5\\\" H Narrow Sofa Table with 3 Tier Shelves, Couch Table with USB Ports, for Hallway Living Room, Entrance\", \"asin\": \"B0CDBYL1XV\", \"price\": \"$55.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Kate and Laurel Tira Round Side Table, 14 x 14 x 24, Walnut Brown Wood and Black, Decorative Pedestal Style End Table for Use as a Bedroom Nighstand or Living Room Accent\", \"asin\": \"B0B5B1268V\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"HOOBRO End Table with Charging Station, Narrow Side Table, Nightstand with 2 Non-Woven Drawers, Slim Sofa Side Table, for Small Spaces, Living Room, Bedroom, Rustic Brown and Black BF486UBZ01\", \"asin\": \"B0BY4N6HC8\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"C Shaped End Table with Charging Station, Small Side Table with Storage Bag for Couch and Recliner, Slide Under Sofa Tray for Living Room, Bedroom, Rustic Brown\", \"asin\": \"B0CL6N2MQW\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"VASAGLE Side Table, Small End Table, Tall Nightstand for Living Room, Bedroom, Office, Bathroom, Greige and Classic Black ULET273B02\", \"asin\": \"B097XJW28C\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Yoobure C Shaped End Table with Charging Station for Living Room, Bedroom, Sofa Table with USB Ports and Outlets for Small Spaces, C Couch Rustic Snack Bed Table\", \"asin\": \"B0B58BL8C9\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Kitstorack TV Tray Table, Adjustable Height & 90\\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces\", \"asin\": \"B0DGPJZNQ3\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)\", \"asin\": \"B07DRGZMHQ\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 5 left in stock - order soon.\"},\n{\"title\": \"Vagusicc C Shaped End Table, 28'' Tall Side Table for Couch, Small Couch Side Table, TV Tray Tables for Small Spaces, Slide Under Sofa Table Arm Tables with Metal Frame for Living Room, Black\", \"asin\": \"B0DGKXK2TM\", \"price\": \"$33.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Couch Arm Tray,Bamboo Sofa Tray Table Clip on Side Table,Foldable Couch Armrest Table with 360\\u00b0 Phone Holder,Couch Tray for Eating/Drinks/Snacks/Remote/Control\", \"asin\": \"B09LLZ1R32\", \"price\": \"$31.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"SUPERJARE Nightstand with Charging Station, Bed Side Table with Adjustable Fabric Drawer, Night Stand for Bedroom, 3-Tier Storage End Table, for Living Room, Rustic Brown and Black\", \"asin\": \"B0BDFRN629\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"QEEIG C Table Side Table Set of 2 Living Room Sets C Shaped Couch Tray End Tables Farmhouse, Rustic Brown (017-30BN)\", \"asin\": \"B0BV6HTPM1\", \"price\": \"$49.82\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Huuger Nightstand with Charging Station, Side Table with Fabric Drawers, End Table with Open Shelf, Bedside Table with USB Ports and Outlets, Night Stand for Bedroom, Rustic Brown and Black\", \"asin\": \"B0C1Y5VL8D\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"End Table with Charging Station,Small Side Table,2-Tier Nightstand with Storage Shelf,Sofa Bedside Table for Small Spaces in Living Room,Bedroom,Office,Easy Assembly,White\", \"asin\": \"B0D7Q5VXV8\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOOBRO Narrow Console Table, 29.5\\\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01\", \"asin\": \"B09NL1RH4D\", \"price\": \"$33.43\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOOBRO Side/End Table with Charging Station, USB Ports and Outlet, Nightstand with 2-Layer Storage Shelves for Small Spaces, Living Room, Bedroom, Stable Frame, Rustic Brown BF09UBZ01\", \"asin\": \"B0B9GXLK1P\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"X-cosrack Side Table with Charging Station, End Table with USB Ports and Outlets, Nightstand with Storage Shelves for Small Space, Sofa Couch Table Bedside Table for Living Room Bedroom\", \"asin\": \"B0DHGKY6PS\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Vagusicc C Shaped End Table, 33\\\"Tall Side Table for Couch, Adjustable Height Sofa Table Small Couch Side Tables, Slide Under Recliner TV Tray Arm Tables with Metal Frame for Living Room,Bedroom,Brown\", \"asin\": \"B0DMVZX2GQ\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Vagusicc C Shaped End Table with Charging Station, 33\\\" Tall Side Table for Couch, Sofa Table Adjustable Height Small Couch Side C Table, Slide Under Sofa Tray Arm Table for Living Room, Bedroom, Brown\", \"asin\": \"B0D7Q9X9QS\", \"price\": \"$34.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOOBRO 29.5\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 3-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF72XG01\", \"asin\": \"B0C1P1XWCT\", \"price\": \"$45.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"WLIVE End Table with Charging Station, Narrow Side Table for Living Room, Farmhouse Night Stand with Storage, Small Wooden Cabinet with USB Ports and Outlets for Living Room and Bedroom, Espresso\", \"asin\": \"B0BJ6Z9S6M\"},\n{\"title\": \"Elbourn Folding Side Table End Couch Tables,Metal Frame C-Shaped TV Stand for Sofa Living Bedroom Bedside Coffee Small Spaces(Vintage Wood Color)\", \"asin\": \"B0D93ZZBDK\", \"price\": \"$36.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"C Shaped Sofa Side Table: Couch End Table with Drawer - Bedside Table with Wheels - 19.7''L x 11.8''W x 28''H - C Mobile Tables with Storage Basket for Living Room Bedroom\", \"asin\": \"B0C1C1N2YN\", \"price\": \"$40.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Yoobure C Shaped End Table, Side Table for Couch and Bed, Small Side Tables for Small Spaces, Living Room, Bedroom, Rustic Snack Tables\", \"asin\": \"B09QC6QN7D\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"C-Shaped Handmade End Table, Side Table for Couches, Sofa Tables Slide Under Couch for Living Room, Over Couch TV Tray Table for Small Spaces (Large, Chestnut)\", \"asin\": \"B0D8PY2J7T\", \"price\": \"$94.00\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"LITTLE TREE Wood End Table with 2 Drawers Sofa Side Table, No Assembly Required Vintage Slim Nightstand Bedside Table for Bedroom\", \"asin\": \"B0BYHGXZPG\", \"price\": \"$177.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"HOOBRO Small Narrow Side Table with Charging Station, Skinny End Table for Small Spaces, Slim Nightstand with USB Ports Outlet, Sofa Beside Table with Storage Shelf, Rustic Brown and Black BF102UBZ01\", \"asin\": \"B0C6M33CB7\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Nnewvante Couch Cup Holder Tray, 3 in 1 Large 15.36\\\"x9.85\\\" Acacia Wood Sofa Arm Clip on Tray Table with 360\\u00b0Rotated Phone Holder on Armrest\", \"asin\": \"B0CNRMQKNS\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"3-Tier Small Narrow Wood Side Table with Charging Station, Skinny Nightstand for Small Space, Slim Bedside Table with Storage for Couch, Thin End Table with USB Ports and Outlets, White\", \"asin\": \"B0D7HLGBVL\", \"price\": \"$25.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\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, Hallway, Rusitc Brown\", \"asin\": \"B0D83DDQ96\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"AMHANCIBLE C Shaped End Table Set of 2, Slide Under Couch Table for Sofa, TV Tray Snack Table for Living Room, Side Table for Small Space, Rustic Brown HET02CBR\", \"asin\": \"B09FXZTLX2\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"VASAGLE Side Tables Set of 2, Small End Table, Nightstand for Living Room, Bedroom, Office, Bathroom, Rustic Brown and Black ULET272B01\", \"asin\": \"B08JTWKY2H\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOLANA Acacia Wood Sofa Armrest Tray - 13.75 x 9.5in Double Hinge Sofa Arm Tray Table Clip - Couch Arm Table - Wooden Side Tables for Small Spaces for Eating and Drink (Acacia)\", \"asin\": \"B0CSBW7YXF\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Vagusicc C Shaped End Table for Couch, Side Table for Couch, Small Couch Side Table for Small Spaces, Slide Under Sofa Table TV Tray with Metal Frame for Living Room, Bedroom (White)\", \"asin\": \"B0DHG6PGBR\", \"price\": \"$24.59\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Vaunn Medical Adjustable Overbed Bedside Table With Wheels (Hospital and Home Use)\", \"asin\": \"B00QMNTMXA\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO C Shaped Side Table with Charging Station, Foldable Coffee End Table with Fabric Bag, Sofa Couch TV Tray for Small Space in Living Room, Bedroom, Rustic Brown and Black BF30USF01\", \"asin\": \"B0C2Y5LSL8\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:00:16.052Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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\": 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17 Only 5 left in stock - order soon.\"},\n{\"title\": \"Console Sofa Table, 70.9 inch Extra Long Table Behind Couch with Storage Shelves, 3-Tier Industrial Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown\", \"asin\": \"B0BDRW2PXR\", \"price\": \"$129.49\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"70.9 Inch Extra Long Console Table with Charging Station & Storage Shelf - Industrial Style Sofa Table Behind Couch for Living Room & Entryway, Black\", \"asin\": \"B0DKTFJCYZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"63 inch Extra Long Sofa Table, Rustic Industrial Entry Console Table, Behind Couch Table with Black Metal Frame, 3 Tier Storage Shelves for Hallway, Entryway & Living Room, Brown & Black\", \"asin\": \"B0DBL1YPFX\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Only 20 left in stock - order soon.\"},\n{\"title\": \"Extra Long Console Table, 70.9 inch Narrow Sofa Tables with 3 Tier Wood Storage Shelves Industrial Metal Frame for Entryway Hallway Living Room Behind Couch, Rustic Brown Black\", \"asin\": \"B0BTV8YN13\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Sofa Table with Outlets and USB Ports, 70.9 inch Extra Long Console Table Behind Couch with Charging Station, Industrial Narrow Entryway Hallway Accent Table for Living Room\", \"asin\": \"B0BRFTVCKN\", \"price\": \"$136.07\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"70.9 Inches Sofa Console Table with 4 Tier Wood Storage Shelves, Industrial Extra Long Narrow Entryway Accent Tables for Hallway, Living Room, Foyer (Rustic Brown)\", \"asin\": \"B0CRGWKNSL\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"71 Inch Extra Long Sofa Table, Narrow Long Sofa Console Tables Behind Couch Table with Open Storage Shelf\", \"asin\": \"B0C36ZV9RY\", \"price\": \"$152.18\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"70.9 Inches Extra Long Sofa Table Behind Couch, Industrial Entry Console Table for Hallway, Entryway & Living Room, Dark Brown\", \"asin\": \"B09HRNND82\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"70.9'' Extra Long Console Table, Industrial Sofa Table Behind Couch, 2 Tier Narrow Entryway Table with Storage Shelf, for Living Room, Rustic Brown and Black CTHR18301\", \"asin\": \"B0DR8DP7R2\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 12 left in stock - order soon.\"},\n{\"title\": \"70.9-Inch Farmhouse Console Table,2-Tier Extra Long Sofa Table Behind Couch,Wooden Rectangular Sofa Table,Entryway Table for Entrance,Hallway,Living Room,Foyer,Rustic Brown\", \"asin\": \"B0DZ6GZ3NG\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 6 left in stock - order soon.\"},\n{\"title\": \"70.9 Inches Console Table with 2 Power Outlets and 2 USB Ports, Extra Long Entryway Table with Charging Station, Narrow Sofa Table Behind Couch, Hallway, Living Room, Rustic Brown BF1801XG01G2\", \"asin\": \"B09V9TDWMB\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Console Table, 63\\\" Industrial Entryway Table, Extra Long Sofa Table Behind Couch, X-Shaped Support, for Entryway, Hallway, Living Room, Black CTHB4801\", \"asin\": \"B0CWL6RNDC\", \"price\": \"$71.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Console Table for Living Room, Long Sofa Table Behind Couch with Real Wood Beads Decoration, Retro Entryway Table for Hallway Foyer (64 Inch, Antique Natural)\", \"asin\": \"B0DHGPWPWH\", \"price\": \"$289.00\", \"delivery\": \"FREE delivery Apr 18 - 21\"},\n{\"title\": \"70.86'' Industrial Extra Long Sofa Table with Outlet, 3 Tiers Narrow Long Console Table with Storage Shelves and USB, Couch Shelf Entryway Table for Living Room, Hallway Brown\", \"asin\": \"B0B5VNQQCB\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Sofa Table Behind Couch, Large Sofa Table for Living Room, Light Brown Hallway Entry Table with Storage\", \"asin\": \"B0DKF8DX2L\", \"price\": \"$161.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"70.9-Inch Extra Long Console Table, Wood Sofa Table Behind Couch Narrow Long, 2-Tier Entryway Accent Table with Storage for Living Room, Hallway, Entrance, Foyer, Rustic Brown\", \"asin\": \"B0CZ6SF5F2\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"Console Table with Power Outlet, 78.7\\\" Narrow Sofa Table, 11.8\\\" Wide Industrial Entryway Table with USB Ports, Behind Couch for Entryway, Hallway, Foyer, Living Room, Rustic Brown CTHR320E01\", \"asin\": \"B0C2TXWWS5\", \"price\": \"$76.49\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"71\\\" Industrial Console Table, 3 Tiers Sofa Table, Narrow Long Sofa Table with Storage Shelves, Big Rustic Entryway Table, Large Hallway Table, Behind Couch Table with Storage, J0219\", \"asin\": \"B0CNCT6Q8T\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9 Inch Extra Long Console Table for Entryway, Gray Sofa Table with Wood Tabletop, Modern Accent Tables with Half-Moon Shape Legs\", \"asin\": \"B0CGR6NHV4\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9 inch Extra Long Console Table Behind Couch, Rustic Industrial Sofa Table for Living Room, Narrow Entryway Hallway Long Bar Table (Grey)\", \"asin\": \"B0BPSMGF6T\", \"price\": \"$155.79\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"70.9 Inch Extra Long Sofa Table\\uff0c White and Gold Console Table with Faux Marble Tabletop, Modern Long Entryway Table with Gold Frame\", \"asin\": \"B0BP22FVXF\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"70.8 Inch Extra Long Console Table for Entryway, Narrow Hallway Table, Wood Sofa Table with 3 Tier Storage Shelves for Living Room\", \"asin\": \"B0B578KXW7\", \"price\": \"$139.00\", \"delivery\": \"$10.99 delivery Apr 15 - 17\"},\n{\"title\": \"Industrial Console Sofa Table,70.8 Inch Extra Long Entryway Table with 3 Tier Wood Storage Shelf for Living Room, Hallway, Entrance, Narrow Sofa Table with Metal Frame, Black and Brown\", \"asin\": \"B0DHXKLY8K\", \"price\": \"$142.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 8 left in stock - order soon.\"},\n{\"title\": \"2 Pack Narrow Sofa Table with Charging Station, 39.4\\\" L x 5.9\\\" W x 29\\\" H, Skinny Console Table, Long Entryway Hallway Couch Table with Power Outlets, Rustic Brown CTHR151E01S2\", \"asin\": \"B0BYSQ1JNL\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"70.9-Inch Long Console Table, Farmhouse Wooden Entryway Sofa Table Behind Couch, Narrow Entry Console for Living Room, Hallway, Entrance, Foyer, Light Oak\", \"asin\": \"B0DWSTXTT5\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"70.9\\\" Extra Long Console Table with Shelves, Narrow Sofa Table Behind Couch with Storage, Industrial Entryway Table TV Stand Accent Table for Living Room Hallway Foyer, Rustic Brown & Black\", \"asin\": \"B0D22KH3Y7\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Modern Console Table,70.8 Inch Extra Long Entryway Table with 3 Tier Storage Shelves for Living Room,Hallway, Entrance,Sofa Table with Geometric Gold Frame & Faux Marble Tabletop, White and Gold\", \"asin\": \"B0DHVDJP9Z\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 7 left in stock - order soon.\"},\n{\"title\": \"70.9 inch Extra Long Sofa Table, Narrow Console Table Behind Couch, Rustic Industrial Entryway Table Skinny Hallway Table for Living Room\", \"asin\": \"B096MFRM5Z\", \"price\": \"$149.39\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Farmhouse Console Entryway Table: 70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Foyer Sofa Couch Table for Hallway, Entrance, Living Room, Grey\", \"asin\": \"B0C8SCGN43\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9\\\" Extra Long Console Table, 2-Tier Sofa Table with Storage, Industrial Entryway Table Behind Couch, Narrow Entrance Table for Hallway, Living Room, Rustic Brown\", \"asin\": \"B0D83M6Y8G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 5 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:01:36.649Z\", // 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
|
2025-04-10T20:01:36.649Z
|
click
|
search
|
rule
|
train
| 982 |
2025-04-10T20:01:36.649Z
|
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": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "94.4\" Extra Long Console Table"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.74", "quantity": "1"},
{"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"},
{"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"},
{"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": "94.4\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown", "asin": "B0DF25TNCG", "price": "$99.99", "quantity": ""},
{"title": "SUPERJARE\nLong Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch", "asin": "B0BMFDVSCH", "price": "$59.99", "quantity": ""},
{"title": "SUPERJARE\n5.9 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, Hallway, Rusitc Brown", "asin": "B0D83DDQ96", "price": "$67.99", "quantity": ""},
{"title": "HOOBRO\n5.9\" Skinny Console Table with Charging Station, 70.9\" Narrow Sofa Table with Power Outlets, Long Behind Couch Table, Slim Entryway Table for Hallway, Living Room, Rustic Brown BF185UXG01", "asin": "B0BFHG23Y2", "price": "$59.99", "quantity": ""},
{"title": "SUPERJARE\n70 Inch Console Table with Outlet, Extra Long Entryway Table with Metal Frame and X-Shaped Design, Narrow Sofa Table for Living Room and Hallway - Rustic Brown", "asin": "B09JYTCH12", "price": "$79.99", "quantity": ""},
{"title": "Plank+Beam\nSolid Wood Console Table, 56 Inch, Sofa Table, Narrow Entryway Table for Hallway, Behind The Couch, Living Room, Foyer, Easy Assembly, Blonde", "asin": "B0CQ8WZ2NG", "price": "$159.00", "quantity": ""},
{"title": "Plank+Beam\nForma Console Table, 46 Inch, Solid Wood Sofa Table, Entryway Table for Hallway, Narrow Behind The Couch Table, Console Tables for Entryway, Living Room, Foyer, Easy Assembly, Pecan", "asin": "B0CS7TPGYW", "price": "$279.99", "quantity": ""},
{"title": "Console Table with Oulets and USB Ports, 55.1\" Sofa Table Behind Couch, Industrial Long Skinny Stand for Hallway, Living Room, Bedroom, 6.5 Feet Power Cord, Rustic Brown", "asin": "B0C272K4KX", "price": "$55.99", "quantity": ""},
{"title": "LVB\nBlack Console Table, Modern Entryway Table with 3 Tier Storage Shelves, Industrial Sofa Table Behind Couch for Living Room, Farmhouse Wood Metal Entry Table for Hallway Foyer, Black Oak, 55 Inch", "asin": "B0CJY5PSS7", "price": "$149.99", "quantity": ""},
{"title": "Ecoprsio\nEntryway Table with Outlets and USB Ports, Console Table with 2 Drawers, Small Sofa Table with Storage Shelves for Living Room, Couch, Hallway, Foyer, Kitchen Counter, 32'', Rustic", "asin": "B09P3W1H9Y", "price": "$85.49", "quantity": ""}],
"search_results": [{"title": "94.4\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown", "asin": "B0DF25TNCG", "price": "$99.99", "delivery": "FREE delivery Sun, Apr 20 for Prime members"},
{"title": "Long Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch", "asin": "B0BMFDVSCH", "price": "$59.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "2-Pack Rustic Brown Narrow Console Table Behind Sofa Couch, Design with Adjustable Height (25\"-33\") & Built-in Power Outlets, Includes 6.5' Power Cord - 5.9\" D x 79\" L", "asin": "B0DGT8QGBJ", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "5.9\" Skinny Console Table with Charging Station, 70.9\" Narrow Sofa Table with Power Outlets, Long Behind Couch Table, Slim Entryway Table for Hallway, Living Room, Rustic Brown BF185UXG01", "asin": "B0BFHG23Y2", "price": "$59.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, Total 78.8\u201d Long Behind Couch Table with Charge Station and 5.9\u2019 Extension Cord for Living Room, 5.9\" D x 78.8\u201dW x 29.5\u201dH, Black", "asin": "B0DQ49S4MW", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "94.4\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown", "asin": "B0DF25TNCG", "price": "$99.99", "delivery": "FREE delivery Sun, Apr 20 for Prime members"},
{"title": "2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, 47.2\" Long Behind Couch Table with Charging Station, Skinny Sofa Table for Living Room, Foyer, Rustic Brown BF15XGP201G1", "asin": "B0BBFQ12PK", "price": "$107.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "70 Inch Console Table with 2 Outlets, 1 Type-C and 1 USB Port, Extra Long Entryway Table with Metal Frame and X-Shaped Bars, Narrow Sofa Table for Living Room, Hallway, Black", "asin": "B0CXT7JMCM", "price": "$79.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "70.9 inch Extra Long Console Table, Industrial Sofa Table Behind Couch with 2 Tier Storage Shelf, Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown", "asin": "B0CCCV2GCM", "price": "$129.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, 5.9\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\u2019 Extension Cord, White", "asin": "B0C19ZWR5K", "price": "$86.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "70.9-Inch Extra Long Console Table, Farmhouse Wood Sofa Table Behind Couch, Narrow Entryway Accent Table for Living Room, Hallway, Entrance, Foyer, Light Oak Brown", "asin": "B0DFCF7W9H", "price": "$179.98", "delivery": "FREE delivery Apr 16 - 21"},
{"title": "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, Hallway, Rusitc Brown", "asin": "B0D83DDQ96", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "70 Inch Console Table with Outlet, Extra Long Entryway Table with Metal Frame and X-Shaped Design, Narrow Sofa Table for Living Room and Hallway - Rustic Brown", "asin": "B09JYTCH12", "price": "$79.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "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": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Console Table with Power Outlet, 63\" Narrow Sofa Industrial Entryway Behind Couch Table with USB Ports for Entryway, Hallway, Foyer, Living Room, Bedroom CTHR16E01Z", "asin": "B0C5WXX56K", "price": "$48.94", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "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, Hallway, Black", "asin": "B0D83GZPD2", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 5 left in stock - order soon."},
{"title": "Farmhouse Console Table, 70.8\" Extra Long Entryway Table with Storage, 2-Tier Narrow Sofa Table Behind the Couch, Rustic Wooden Accent Table for Hallway, Living Room, Entrance, Rustic Brown", "asin": "B0DJVQGKSK", "price": "$179.99", "delivery": "FREE delivery Apr 23 - 25 This item will be released on April 21, 2025."},
{"title": "Console Table, 78.7\" Long Sofa Table Behind Couch, Narrow Entryway Table, Farmhouse Dining Table with Angled Metal Frame, Industrial Console Table for Entryway, Black CTHB20801", "asin": "B0CP9FL9WD", "price": "$87.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "70.86'' Extra Long Console Table, Industrial Long Sofa Table with Storage, TV Console Table with Shelf,3-Layer Console Shelf for Living Room, Long Entryway Table", "asin": "B09FTH266F", "price": "$129.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "5.9 Inch Narrow Console Table with Outlet, Sofa Table Set of 2, Total Length 78'', Behind Couch Table, Long Entryway Tables with Charging Station, for Living Room, Rusitc Brown", "asin": "B0DR8K9CFY", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "63'' Skinny Console Table with Power Outlets, Narrow Sofa Couch Table, Long Entryway Table with Charging Station, Easy Assembly, for Living Room, Foyer, Hallway, Rustic Brown CTHR165E01Z1", "asin": "B0BTT598XB", "price": "$53.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, 5.9\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\u2019 Extension Cord, White Oak", "asin": "B0BZ43KCZH", "price": "$86.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "78.7'' Narrow Console Table with Power Outlet 7.1\" Skinny Sofa Table, Long Behind Couch Table with Charging Station, Entryway Table for Hallway, Living Room Rustic Brown and Black TXG20UBF", "asin": "B0D2NW5C7H", "price": "$64.79", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "71\" Sofa Tables,Extra Long Couch Table, Narrow Long Console Table, Entryway Table,Sofa Table with 3 Tiers Storage Shelves (White)", "asin": "B09HGSKPV3", "price": "$159.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "70.9 Inch Extra Long Console Table for Entryway, Narrow Long Sofa Table Behind Couch, Rustic Grey Hallway Table Industrial Height Bar Table for Living Room", "asin": "B0B8CGK8B2", "price": "$113.40", "delivery": "FREE delivery Tue, Apr 15 for Prime members Only 1 left in stock - order soon."},
{"title": "70.8\" Extra Long Console Table, Industrial Sofa Table Behind Couch, Entryway Table with Metal Frame, Accent Table with Storage Shelves for Foyer Hallway Living Room, Brown and Black", "asin": "B0DSKY4717", "price": "$149.99", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Wood Console Table with Drawers, Long Entryway Table, 70.9 inch Sofa Table Oak Furniture with Open Storage Shelves Wooden Couch Table Foyer Tables for Living Room Hallway Hall Entrance", "asin": "B0DJXZ4CWC", "price": "$199.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "70\" Sofa Tables Narrow Long, Behind Couch Table with Oulets & USB Ports, Industrial Long Skinny Stand for Entryway,Hallway, Living Room, Bedroom 7.9\" D x 70\" W x 24.8\" H", "asin": "B0CP935Z6T", "price": "$69.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "70.9\" Console Table with Power Outlets, Sofa Tables Narrow Long, Industrial Behind Couch Table, for Hallway, Entryway, Living Room, Rustic Brown and Black CT185UBR", "asin": "B0D1G7M1WN", "price": "$55.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "78.7 Inches Extra Long Sofa Table Behind Couch, Industrial 2-Layer Console Table for Hallway, Entryway & Living Room,Rustic Brown UTMJ063H", "asin": "B0D2X15XNY", "price": "$79.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "70.9 inch Extra Long Console Table Behind Couch, Easy Assembly Sofa Table for Living Room Small Space, Rustic Industrial Narrow Entryway Hallway Table (Brown)", "asin": "B08KXYLC43", "price": "$105.30", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "70.9-Inch Long Console Table, Narrow Sofa Table Behind The Couch, Farmhouse Console Table for Living Room, Entryway, Hallway", "asin": "B0DM4J6C65", "price": "$169.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "70.9-Inch Extra Long Sofa Table, Wood Farmhouse 2-Tier Console Table with Storage Shelves for Living Room, Entryway, Couch, Hallway, Foyer, Rustic Brown", "asin": "B0DPMXXVMT", "price": "$129.99", "delivery": "FREE delivery Apr 15 - 17 Only 5 left in stock - order soon."},
{"title": "Console Sofa Table, 70.9 inch Extra Long Table Behind Couch with Storage Shelves, 3-Tier Industrial Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown", "asin": "B0BDRW2PXR", "price": "$129.49", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "70.9 Inch Extra Long Console Table with Charging Station & Storage Shelf - Industrial Style Sofa Table Behind Couch for Living Room & Entryway, Black", "asin": "B0DKTFJCYZ", "price": "$139.99", "delivery": "FREE delivery Apr 16 - 21"},
{"title": "63 inch Extra Long Sofa Table, Rustic Industrial Entry Console Table, Behind Couch Table with Black Metal Frame, 3 Tier Storage Shelves for Hallway, Entryway & Living Room, Brown & Black", "asin": "B0DBL1YPFX", "price": "$149.99", "delivery": "FREE delivery Fri, Apr 18 Only 20 left in stock - order soon."},
{"title": "Extra Long Console Table, 70.9 inch Narrow Sofa Tables with 3 Tier Wood Storage Shelves Industrial Metal Frame for Entryway Hallway Living Room Behind Couch, Rustic Brown Black", "asin": "B0BTV8YN13", "price": "$199.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "Sofa Table with Outlets and USB Ports, 70.9 inch Extra Long Console Table Behind Couch with Charging Station, Industrial Narrow Entryway Hallway Accent Table for Living Room", "asin": "B0BRFTVCKN", "price": "$136.07", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "70.9 Inches Sofa Console Table with 4 Tier Wood Storage Shelves, Industrial Extra Long Narrow Entryway Accent Tables for Hallway, Living Room, Foyer (Rustic Brown)", "asin": "B0CRGWKNSL", "price": "$159.99", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "71 Inch Extra Long Sofa Table, Narrow Long Sofa Console Tables Behind Couch Table with Open Storage Shelf", "asin": "B0C36ZV9RY", "price": "$152.18", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "70.9 Inches Extra Long Sofa Table Behind Couch, Industrial Entry Console Table for Hallway, Entryway & Living Room, Dark Brown", "asin": "B09HRNND82", "price": "$149.99", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "70.9'' Extra Long Console Table, Industrial Sofa Table Behind Couch, 2 Tier Narrow Entryway Table with Storage Shelf, for Living Room, Rustic Brown and Black CTHR18301", "asin": "B0DR8DP7R2", "price": "$119.99", "delivery": "FREE delivery Apr 15 - 18 Only 12 left in stock - order soon."},
{"title": "70.9-Inch Farmhouse Console Table,2-Tier Extra Long Sofa Table Behind Couch,Wooden Rectangular Sofa Table,Entryway Table for Entrance,Hallway,Living Room,Foyer,Rustic Brown", "asin": "B0DZ6GZ3NG", "price": "$129.99", "delivery": "FREE delivery Apr 15 - 18 Only 6 left in stock - order soon."},
{"title": "70.9 Inches Console Table with 2 Power Outlets and 2 USB Ports, Extra Long Entryway Table with Charging Station, Narrow Sofa Table Behind Couch, Hallway, Living Room, Rustic Brown BF1801XG01G2", "asin": "B09V9TDWMB", "price": "$59.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "Console Table, 63\" Industrial Entryway Table, Extra Long Sofa Table Behind Couch, X-Shaped Support, for Entryway, Hallway, Living Room, Black CTHB4801", "asin": "B0CWL6RNDC", "price": "$71.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Console Table for Living Room, Long Sofa Table Behind Couch with Real Wood Beads Decoration, Retro Entryway Table for Hallway Foyer (64 Inch, Antique Natural)", "asin": "B0DHGPWPWH", "price": "$289.00", "delivery": "FREE delivery Apr 18 - 21"},
{"title": "70.86'' Industrial Extra Long Sofa Table with Outlet, 3 Tiers Narrow Long Console Table with Storage Shelves and USB, Couch Shelf Entryway Table for Living Room, Hallway Brown", "asin": "B0B5VNQQCB", "price": "$149.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Sofa Table Behind Couch, Large Sofa Table for Living Room, Light Brown Hallway Entry Table with Storage", "asin": "B0DKF8DX2L", "price": "$161.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "70.9-Inch Extra Long Console Table, Wood Sofa Table Behind Couch Narrow Long, 2-Tier Entryway Accent Table with Storage for Living Room, Hallway, Entrance, Foyer, Rustic Brown", "asin": "B0CZ6SF5F2", "price": "$179.99", "delivery": "FREE delivery Apr 16 - 21"},
{"title": "Console Table with Power Outlet, 78.7\" Narrow Sofa Table, 11.8\" Wide Industrial Entryway Table with USB Ports, Behind Couch for Entryway, Hallway, Foyer, Living Room, Rustic Brown CTHR320E01", "asin": "B0C2TXWWS5", "price": "$76.49", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "71\" Industrial Console Table, 3 Tiers Sofa Table, Narrow Long Sofa Table with Storage Shelves, Big Rustic Entryway Table, Large Hallway Table, Behind Couch Table with Storage, J0219", "asin": "B0CNCT6Q8T", "price": "$159.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "70.9 Inch Extra Long Console Table for Entryway, Gray Sofa Table with Wood Tabletop, Modern Accent Tables with Half-Moon Shape Legs", "asin": "B0CGR6NHV4", "price": "$179.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "70.9 inch Extra Long Console Table Behind Couch, Rustic Industrial Sofa Table for Living Room, Narrow Entryway Hallway Long Bar Table (Grey)", "asin": "B0BPSMGF6T", "price": "$155.79", "delivery": "FREE delivery Apr 16 - 21"},
{"title": "70.9 Inch Extra Long Sofa Table\uff0c White and Gold Console Table with Faux Marble Tabletop, Modern Long Entryway Table with Gold Frame", "asin": "B0BP22FVXF", "price": "$149.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "70.8 Inch Extra Long Console Table for Entryway, Narrow Hallway Table, Wood Sofa Table with 3 Tier Storage Shelves for Living Room", "asin": "B0B578KXW7", "price": "$139.00", "delivery": "$10.99 delivery Apr 15 - 17"},
{"title": "Industrial Console Sofa Table,70.8 Inch Extra Long Entryway Table with 3 Tier Wood Storage Shelf for Living Room, Hallway, Entrance, Narrow Sofa Table with Metal Frame, Black and Brown", "asin": "B0DHXKLY8K", "price": "$142.99", "delivery": "FREE delivery Apr 15 - 17 Only 8 left in stock - order soon."},
{"title": "2 Pack Narrow Sofa Table with Charging Station, 39.4\" L x 5.9\" W x 29\" H, Skinny Console Table, Long Entryway Hallway Couch Table with Power Outlets, Rustic Brown CTHR151E01S2", "asin": "B0BYSQ1JNL", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "70.9-Inch Long Console Table, Farmhouse Wooden Entryway Sofa Table Behind Couch, Narrow Entry Console for Living Room, Hallway, Entrance, Foyer, Light Oak", "asin": "B0DWSTXTT5", "price": "$169.99", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "70.9\" Extra Long Console Table with Shelves, Narrow Sofa Table Behind Couch with Storage, Industrial Entryway Table TV Stand Accent Table for Living Room Hallway Foyer, Rustic Brown & Black", "asin": "B0D22KH3Y7", "price": "$179.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "Modern Console Table,70.8 Inch Extra Long Entryway Table with 3 Tier Storage Shelves for Living Room,Hallway, Entrance,Sofa Table with Geometric Gold Frame & Faux Marble Tabletop, White and Gold", "asin": "B0DHVDJP9Z", "price": "$149.99", "delivery": "FREE delivery Apr 15 - 17 Only 7 left in stock - order soon."},
{"title": "70.9 inch Extra Long Sofa Table, Narrow Console Table Behind Couch, Rustic Industrial Entryway Table Skinny Hallway Table for Living Room", "asin": "B096MFRM5Z", "price": "$149.39", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Farmhouse Console Entryway Table: 70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Foyer Sofa Couch Table for Hallway, Entrance, Living Room, Grey", "asin": "B0C8SCGN43", "price": "$169.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "70.9\" Extra Long Console Table, 2-Tier Sofa Table with Storage, Industrial Entryway Table Behind Couch, Narrow Entrance Table for Hallway, Living Room, Rustic Brown", "asin": "B0D83M6Y8G", "price": "$139.99", "delivery": "FREE delivery Apr 15 - 18 Only 5 left in stock - order soon."}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T20:01:36.649Z", // 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\": \"2025-04-10T20:01:36.649Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T20:01:36.649Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 982,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"94.4\\\" Extra Long Console Table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\": \"94.4\\\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown\", \"asin\": \"B0DF25TNCG\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"SUPERJARE\\nLong Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch\", \"asin\": \"B0BMFDVSCH\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"SUPERJARE\\n5.9 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, Hallway, Rusitc Brown\", \"asin\": \"B0D83DDQ96\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"HOOBRO\\n5.9\\\" Skinny Console Table with Charging Station, 70.9\\\" Narrow Sofa Table with Power Outlets, Long Behind Couch Table, Slim Entryway Table for Hallway, Living Room, Rustic Brown BF185UXG01\", \"asin\": \"B0BFHG23Y2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"SUPERJARE\\n70 Inch Console Table with Outlet, Extra Long Entryway Table with Metal Frame and X-Shaped Design, Narrow Sofa Table for Living Room and Hallway - Rustic Brown\", \"asin\": \"B09JYTCH12\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Plank+Beam\\nSolid Wood Console Table, 56 Inch, Sofa Table, Narrow Entryway Table for Hallway, Behind The Couch, Living Room, Foyer, Easy Assembly, Blonde\", \"asin\": \"B0CQ8WZ2NG\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Plank+Beam\\nForma Console Table, 46 Inch, Solid Wood Sofa Table, Entryway Table for Hallway, Narrow Behind The Couch Table, Console Tables for Entryway, Living Room, Foyer, Easy Assembly, Pecan\", \"asin\": \"B0CS7TPGYW\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"Console Table with Oulets and USB Ports, 55.1\\\" Sofa Table Behind Couch, Industrial Long Skinny Stand for Hallway, Living Room, Bedroom, 6.5 Feet Power Cord, Rustic Brown\", \"asin\": \"B0C272K4KX\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"LVB\\nBlack Console Table, Modern Entryway Table with 3 Tier Storage Shelves, Industrial Sofa Table Behind Couch for Living Room, Farmhouse Wood Metal Entry Table for Hallway Foyer, Black Oak, 55 Inch\", \"asin\": \"B0CJY5PSS7\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Ecoprsio\\nEntryway Table with Outlets and USB Ports, Console Table with 2 Drawers, Small Sofa Table with Storage Shelves for Living Room, Couch, Hallway, Foyer, Kitchen Counter, 32'', Rustic\", \"asin\": \"B09P3W1H9Y\", \"price\": \"$85.49\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"94.4\\\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown\", \"asin\": \"B0DF25TNCG\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members\"},\n{\"title\": \"Long Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch\", \"asin\": \"B0BMFDVSCH\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"2-Pack Rustic Brown Narrow Console Table Behind Sofa Couch, Design with Adjustable Height (25\\\"-33\\\") & Built-in Power Outlets, Includes 6.5' Power Cord - 5.9\\\" D x 79\\\" L\", \"asin\": \"B0DGT8QGBJ\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"5.9\\\" Skinny Console Table with Charging Station, 70.9\\\" Narrow Sofa Table with Power Outlets, Long Behind Couch Table, Slim Entryway Table for Hallway, Living Room, Rustic Brown BF185UXG01\", \"asin\": \"B0BFHG23Y2\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, Total 78.8\\u201d Long Behind Couch Table with Charge Station and 5.9\\u2019 Extension Cord for Living Room, 5.9\\\" D x 78.8\\u201dW x 29.5\\u201dH, Black\", \"asin\": \"B0DQ49S4MW\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"94.4\\\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown\", \"asin\": \"B0DF25TNCG\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members\"},\n{\"title\": \"2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 47.2\\\" Long Behind Couch Table with Charging Station, Skinny Sofa Table for Living Room, Foyer, Rustic Brown BF15XGP201G1\", \"asin\": \"B0BBFQ12PK\", \"price\": \"$107.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"70 Inch Console Table with 2 Outlets, 1 Type-C and 1 USB Port, Extra Long Entryway Table with Metal Frame and X-Shaped Bars, Narrow Sofa Table for Living Room, Hallway, Black\", \"asin\": \"B0CXT7JMCM\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.9 inch Extra Long Console Table, Industrial Sofa Table Behind Couch with 2 Tier Storage Shelf, Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown\", \"asin\": \"B0CCCV2GCM\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\\u2019 Extension Cord, White\", \"asin\": \"B0C19ZWR5K\", \"price\": \"$86.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.9-Inch Extra Long Console Table, Farmhouse Wood Sofa Table Behind Couch, Narrow Entryway Accent Table for Living Room, Hallway, Entrance, Foyer, Light Oak Brown\", \"asin\": \"B0DFCF7W9H\", \"price\": \"$179.98\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"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, Hallway, Rusitc Brown\", \"asin\": \"B0D83DDQ96\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"70 Inch Console Table with Outlet, Extra Long Entryway Table with Metal Frame and X-Shaped Design, Narrow Sofa Table for Living Room and Hallway - Rustic Brown\", \"asin\": \"B09JYTCH12\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"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\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Console Table with Power Outlet, 63\\\" Narrow Sofa Industrial Entryway Behind Couch Table with USB Ports for Entryway, Hallway, Foyer, Living Room, Bedroom CTHR16E01Z\", \"asin\": \"B0C5WXX56K\", \"price\": \"$48.94\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"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, Hallway, Black\", \"asin\": \"B0D83GZPD2\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 5 left in stock - order soon.\"},\n{\"title\": \"Farmhouse Console Table, 70.8\\\" Extra Long Entryway Table with Storage, 2-Tier Narrow Sofa Table Behind the Couch, Rustic Wooden Accent Table for Hallway, Living Room, Entrance, Rustic Brown\", \"asin\": \"B0DJVQGKSK\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 23 - 25 This item will be released on April 21, 2025.\"},\n{\"title\": \"Console Table, 78.7\\\" Long Sofa Table Behind Couch, Narrow Entryway Table, Farmhouse Dining Table with Angled Metal Frame, Industrial Console Table for Entryway, Black CTHB20801\", \"asin\": \"B0CP9FL9WD\", \"price\": \"$87.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"70.86'' Extra Long Console Table, Industrial Long Sofa Table with Storage, TV Console Table with Shelf,3-Layer Console Shelf for Living Room, Long Entryway Table\", \"asin\": \"B09FTH266F\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"5.9 Inch Narrow Console Table with Outlet, Sofa Table Set of 2, Total Length 78'', Behind Couch Table, Long Entryway Tables with Charging Station, for Living Room, Rusitc Brown\", \"asin\": \"B0DR8K9CFY\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"63'' Skinny Console Table with Power Outlets, Narrow Sofa Couch Table, Long Entryway Table with Charging Station, Easy Assembly, for Living Room, Foyer, Hallway, Rustic Brown CTHR165E01Z1\", \"asin\": \"B0BTT598XB\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\\u2019 Extension Cord, White Oak\", \"asin\": \"B0BZ43KCZH\", \"price\": \"$86.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"78.7'' Narrow Console Table with Power Outlet 7.1\\\" Skinny Sofa Table, Long Behind Couch Table with Charging Station, Entryway Table for Hallway, Living Room Rustic Brown and Black TXG20UBF\", \"asin\": \"B0D2NW5C7H\", \"price\": \"$64.79\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"71\\\" Sofa Tables,Extra Long Couch Table, Narrow Long Console Table, Entryway Table,Sofa Table with 3 Tiers Storage Shelves (White)\", \"asin\": \"B09HGSKPV3\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"70.9 Inch Extra Long Console Table for Entryway, Narrow Long Sofa Table Behind Couch, Rustic Grey Hallway Table Industrial Height Bar Table for Living Room\", \"asin\": \"B0B8CGK8B2\", \"price\": \"$113.40\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"70.8\\\" Extra Long Console Table, Industrial Sofa Table Behind Couch, Entryway Table with Metal Frame, Accent Table with Storage Shelves for Foyer Hallway Living Room, Brown and Black\", \"asin\": \"B0DSKY4717\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Wood Console Table with Drawers, Long Entryway Table, 70.9 inch Sofa Table Oak Furniture with Open Storage Shelves Wooden Couch Table Foyer Tables for Living Room Hallway Hall Entrance\", \"asin\": \"B0DJXZ4CWC\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70\\\" Sofa Tables Narrow Long, Behind Couch Table with Oulets & USB Ports, Industrial Long Skinny Stand for Entryway,Hallway, Living Room, Bedroom 7.9\\\" D x 70\\\" W x 24.8\\\" H\", \"asin\": \"B0CP935Z6T\", \"price\": \"$69.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"70.9\\\" Console Table with Power Outlets, Sofa Tables Narrow Long, Industrial Behind Couch Table, for Hallway, Entryway, Living Room, Rustic Brown and Black CT185UBR\", \"asin\": \"B0D1G7M1WN\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"78.7 Inches Extra Long Sofa Table Behind Couch, Industrial 2-Layer Console Table for Hallway, Entryway & Living Room,Rustic Brown UTMJ063H\", \"asin\": \"B0D2X15XNY\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.9 inch Extra Long Console Table Behind Couch, Easy Assembly Sofa Table for Living Room Small Space, Rustic Industrial Narrow Entryway Hallway Table (Brown)\", \"asin\": \"B08KXYLC43\", \"price\": \"$105.30\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"70.9-Inch Long Console Table, Narrow Sofa Table Behind The Couch, Farmhouse Console Table for Living Room, Entryway, Hallway\", \"asin\": \"B0DM4J6C65\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"70.9-Inch Extra Long Sofa Table, Wood Farmhouse 2-Tier Console Table with Storage Shelves for Living Room, Entryway, Couch, Hallway, Foyer, Rustic Brown\", \"asin\": \"B0DPMXXVMT\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 5 left in stock - order soon.\"},\n{\"title\": \"Console Sofa Table, 70.9 inch Extra Long Table Behind Couch with Storage Shelves, 3-Tier Industrial Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown\", \"asin\": \"B0BDRW2PXR\", \"price\": \"$129.49\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"70.9 Inch Extra Long Console Table with Charging Station & Storage Shelf - Industrial Style Sofa Table Behind Couch for Living Room & Entryway, Black\", \"asin\": \"B0DKTFJCYZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"63 inch Extra Long Sofa Table, Rustic Industrial Entry Console Table, Behind Couch Table with Black Metal Frame, 3 Tier Storage Shelves for Hallway, Entryway & Living Room, Brown & Black\", \"asin\": \"B0DBL1YPFX\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Only 20 left in stock - order soon.\"},\n{\"title\": \"Extra Long Console Table, 70.9 inch Narrow Sofa Tables with 3 Tier Wood Storage Shelves Industrial Metal Frame for Entryway Hallway Living Room Behind Couch, Rustic Brown Black\", \"asin\": \"B0BTV8YN13\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Sofa Table with Outlets and USB Ports, 70.9 inch Extra Long Console Table Behind Couch with Charging Station, Industrial Narrow Entryway Hallway Accent Table for Living Room\", \"asin\": \"B0BRFTVCKN\", \"price\": \"$136.07\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"70.9 Inches Sofa Console Table with 4 Tier Wood Storage Shelves, Industrial Extra Long Narrow Entryway Accent Tables for Hallway, Living Room, Foyer (Rustic Brown)\", \"asin\": \"B0CRGWKNSL\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"71 Inch Extra Long Sofa Table, Narrow Long Sofa Console Tables Behind Couch Table with Open Storage Shelf\", \"asin\": \"B0C36ZV9RY\", \"price\": \"$152.18\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"70.9 Inches Extra Long Sofa Table Behind Couch, Industrial Entry Console Table for Hallway, Entryway & Living Room, Dark Brown\", \"asin\": \"B09HRNND82\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"70.9'' Extra Long Console Table, Industrial Sofa Table Behind Couch, 2 Tier Narrow Entryway Table with Storage Shelf, for Living Room, Rustic Brown and Black CTHR18301\", \"asin\": \"B0DR8DP7R2\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 12 left in stock - order soon.\"},\n{\"title\": \"70.9-Inch Farmhouse Console Table,2-Tier Extra Long Sofa Table Behind Couch,Wooden Rectangular Sofa Table,Entryway Table for Entrance,Hallway,Living Room,Foyer,Rustic Brown\", \"asin\": \"B0DZ6GZ3NG\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 6 left in stock - order soon.\"},\n{\"title\": \"70.9 Inches Console Table with 2 Power Outlets and 2 USB Ports, Extra Long Entryway Table with Charging Station, Narrow Sofa Table Behind Couch, Hallway, Living Room, Rustic Brown BF1801XG01G2\", \"asin\": \"B09V9TDWMB\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Console Table, 63\\\" Industrial Entryway Table, Extra Long Sofa Table Behind Couch, X-Shaped Support, for Entryway, Hallway, Living Room, Black CTHB4801\", \"asin\": \"B0CWL6RNDC\", \"price\": \"$71.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Console Table for Living Room, Long Sofa Table Behind Couch with Real Wood Beads Decoration, Retro Entryway Table for Hallway Foyer (64 Inch, Antique Natural)\", \"asin\": \"B0DHGPWPWH\", \"price\": \"$289.00\", \"delivery\": \"FREE delivery Apr 18 - 21\"},\n{\"title\": \"70.86'' Industrial Extra Long Sofa Table with Outlet, 3 Tiers Narrow Long Console Table with Storage Shelves and USB, Couch Shelf Entryway Table for Living Room, Hallway Brown\", \"asin\": \"B0B5VNQQCB\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Sofa Table Behind Couch, Large Sofa Table for Living Room, Light Brown Hallway Entry Table with Storage\", \"asin\": \"B0DKF8DX2L\", \"price\": \"$161.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"70.9-Inch Extra Long Console Table, Wood Sofa Table Behind Couch Narrow Long, 2-Tier Entryway Accent Table with Storage for Living Room, Hallway, Entrance, Foyer, Rustic Brown\", \"asin\": \"B0CZ6SF5F2\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"Console Table with Power Outlet, 78.7\\\" Narrow Sofa Table, 11.8\\\" Wide Industrial Entryway Table with USB Ports, Behind Couch for Entryway, Hallway, Foyer, Living Room, Rustic Brown CTHR320E01\", \"asin\": \"B0C2TXWWS5\", \"price\": \"$76.49\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"71\\\" Industrial Console Table, 3 Tiers Sofa Table, Narrow Long Sofa Table with Storage Shelves, Big Rustic Entryway Table, Large Hallway Table, Behind Couch Table with Storage, J0219\", \"asin\": \"B0CNCT6Q8T\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9 Inch Extra Long Console Table for Entryway, Gray Sofa Table with Wood Tabletop, Modern Accent Tables with Half-Moon Shape Legs\", \"asin\": \"B0CGR6NHV4\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9 inch Extra Long Console Table Behind Couch, Rustic Industrial Sofa Table for Living Room, Narrow Entryway Hallway Long Bar Table (Grey)\", \"asin\": \"B0BPSMGF6T\", \"price\": \"$155.79\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"70.9 Inch Extra Long Sofa Table\\uff0c White and Gold Console Table with Faux Marble Tabletop, Modern Long Entryway Table with Gold Frame\", \"asin\": \"B0BP22FVXF\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"70.8 Inch Extra Long Console Table for Entryway, Narrow Hallway Table, Wood Sofa Table with 3 Tier Storage Shelves for Living Room\", \"asin\": \"B0B578KXW7\", \"price\": \"$139.00\", \"delivery\": \"$10.99 delivery Apr 15 - 17\"},\n{\"title\": \"Industrial Console Sofa Table,70.8 Inch Extra Long Entryway Table with 3 Tier Wood Storage Shelf for Living Room, Hallway, Entrance, Narrow Sofa Table with Metal Frame, Black and Brown\", \"asin\": \"B0DHXKLY8K\", \"price\": \"$142.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 8 left in stock - order soon.\"},\n{\"title\": \"2 Pack Narrow Sofa Table with Charging Station, 39.4\\\" L x 5.9\\\" W x 29\\\" H, Skinny Console Table, Long Entryway Hallway Couch Table with Power Outlets, Rustic Brown CTHR151E01S2\", \"asin\": \"B0BYSQ1JNL\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"70.9-Inch Long Console Table, Farmhouse Wooden Entryway Sofa Table Behind Couch, Narrow Entry Console for Living Room, Hallway, Entrance, Foyer, Light Oak\", \"asin\": \"B0DWSTXTT5\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"70.9\\\" Extra Long Console Table with Shelves, Narrow Sofa Table Behind Couch with Storage, Industrial Entryway Table TV Stand Accent Table for Living Room Hallway Foyer, Rustic Brown & Black\", \"asin\": \"B0D22KH3Y7\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Modern Console Table,70.8 Inch Extra Long Entryway Table with 3 Tier Storage Shelves for Living Room,Hallway, Entrance,Sofa Table with Geometric Gold Frame & Faux Marble Tabletop, White and Gold\", \"asin\": \"B0DHVDJP9Z\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 7 left in stock - order soon.\"},\n{\"title\": \"70.9 inch Extra Long Sofa Table, Narrow Console Table Behind Couch, Rustic Industrial Entryway Table Skinny Hallway Table for Living Room\", \"asin\": \"B096MFRM5Z\", \"price\": \"$149.39\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Farmhouse Console Entryway Table: 70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Foyer Sofa Couch Table for Hallway, Entrance, Living Room, Grey\", \"asin\": \"B0C8SCGN43\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9\\\" Extra Long Console Table, 2-Tier Sofa Table with Storage, Industrial Entryway Table Behind Couch, Narrow Entrance Table for Hallway, Living Room, Rustic Brown\", \"asin\": \"B0D83M6Y8G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 5 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:01:36.649Z\", // 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\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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\": 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Rustic Brown\", \"asin\": \"B09JYTCH12\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Console Table with Power Outlet, 63\\\" Narrow Sofa Industrial Entryway Behind Couch Table with USB Ports for Entryway, Hallway, Foyer, Living Room, Bedroom CTHR16E01Z\", \"asin\": \"B0C5WXX56K\", \"price\": \"$48.94\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"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\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"70.9-Inch Extra Long Console Table, Farmhouse Wood Sofa Table Behind Couch, Narrow Entryway Accent Table for Living Room, Hallway, Entrance, Foyer, Light Oak Brown\", \"asin\": \"B0DFCF7W9H\", \"price\": \"$179.98\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"70.9 inch Extra Long Console Table, Industrial Sofa Table Behind Couch with 2 Tier Storage Shelf, Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown\", \"asin\": \"B0CCCV2GCM\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Console Table, 78.7\\\" Long Sofa Table Behind Couch, Narrow Entryway Table, Farmhouse Dining Table with Angled Metal Frame, Industrial Console Table for Entryway, Black CTHB20801\", \"asin\": \"B0CP9FL9WD\", \"price\": \"$87.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"70.86'' Extra Long Console Table, Industrial Long Sofa Table with Storage, TV Console Table with Shelf,3-Layer Console Shelf for Living Room, Long Entryway Table\", \"asin\": \"B09FTH266F\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"5.9 Inch Narrow Console Table with Outlet, Sofa Table Set of 2, Total Length 78'', Behind Couch Table, Long Entryway Tables with Charging Station, for Living Room, Rusitc Brown\", \"asin\": \"B0DR8K9CFY\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\\u2019 Extension Cord, White Oak\", \"asin\": \"B0BZ43KCZH\", \"price\": \"$86.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Console Table with Oulets and USB Ports, 55.1\\\" Sofa Table Behind Couch, Industrial Long Skinny Stand for Hallway, Living Room, Bedroom, 6.5 Feet Power Cord, Rustic Brown\", \"asin\": \"B0C272K4KX\", \"price\": \"$55.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"78.7'' Narrow Console Table with Power Outlet 7.1\\\" Skinny Sofa Table, Long Behind Couch Table with Charging Station, Entryway Table for Hallway, Living Room Rustic Brown and Black TXG20UBF\", \"asin\": \"B0D2NW5C7H\", \"price\": \"$64.79\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"71\\\" Sofa Tables,Extra Long Couch Table, Narrow Long Console Table, Entryway Table,Sofa Table with 3 Tiers Storage Shelves (White)\", \"asin\": \"B09HGSKPV3\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"70.9 Inch Extra Long Console Table for Entryway, Narrow Long Sofa Table Behind Couch, Rustic Grey Hallway Table Industrial Height Bar Table for Living Room\", \"asin\": \"B0B8CGK8B2\", \"price\": \"$113.40\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"70.8\\\" Extra Long Console Table, Industrial Sofa Table Behind Couch, Entryway Table with Metal Frame, Accent Table with Storage Shelves for Foyer Hallway Living Room, Brown and Black\", \"asin\": \"B0DSKY4717\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Wood Console Table with Drawers, Long Entryway Table, 70.9 inch Sofa Table Oak Furniture with Open Storage Shelves Wooden Couch Table Foyer Tables for Living Room Hallway Hall Entrance\", \"asin\": \"B0DJXZ4CWC\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, Total 78.8\\u201d Long Behind Couch Table with Charge Station and 5.9\\u2019 Extension Cord for Living Room, 5.9\\\"D x 78.8\\u201dW x 29.5\\u201dH, Rustic Brown\", \"asin\": \"B0DQ46PBZR\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"70.9\\\" Console Table with Power Outlets, Sofa Tables Narrow Long, Industrial Behind Couch Table, for Hallway, Entryway, Living Room, Rustic Brown and Black CT185UBR\", \"asin\": \"B0D1G7M1WN\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"78.7 Inches Extra Long Sofa Table Behind Couch, Industrial 2-Layer Console Table for Hallway, Entryway & Living Room,Rustic Brown UTMJ063H\", \"asin\": \"B0D2X15XNY\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.9 inch Extra Long Console Table Behind Couch, Easy Assembly Sofa Table for Living Room Small Space, Rustic Industrial Narrow Entryway Hallway Table (Brown)\", \"asin\": \"B08KXYLC43\", \"price\": \"$105.30\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"70.9-Inch Long Console Table, Narrow Sofa Table Behind The Couch, Farmhouse Console Table for Living Room, Entryway, Hallway\", \"asin\": \"B0DM4J6C65\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"70.9-Inch Extra Long Sofa Table, Wood Farmhouse 2-Tier Console Table with Storage Shelves for Living Room, Entryway, Couch, Hallway, Foyer, Rustic Brown\", \"asin\": \"B0DPMXXVMT\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 5 left in stock - order soon.\"},\n{\"title\": \"Console Sofa Table, 70.9 inch Extra Long Table Behind Couch with Storage Shelves, 3-Tier Industrial Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown\", \"asin\": \"B0BDRW2PXR\", \"price\": \"$129.49\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"63 inch Extra Long Sofa Table, Rustic Industrial Entry Console Table, Behind Couch Table with Black Metal Frame, 3 Tier Storage Shelves for Hallway, Entryway & Living Room, Brown & Black\", \"asin\": \"B0DBL1YPFX\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Only 20 left in stock - order soon.\"},\n{\"title\": \"70.9 Inch Extra Long Console Table with Charging Station & Storage Shelf - Industrial Style Sofa Table Behind Couch for Living Room & Entryway, Black\", \"asin\": \"B0DKTFJCYZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"Extra Long Console Table, 70.9 inch Narrow Sofa Tables with 3 Tier Wood Storage Shelves Industrial Metal Frame for Entryway Hallway Living Room Behind Couch, Rustic Brown Black\", \"asin\": \"B0BTV8YN13\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9 Inches Sofa Console Table with 4 Tier Wood Storage Shelves, Industrial Extra Long Narrow Entryway Accent Tables for Hallway, Living Room, Foyer (Rustic Brown)\", \"asin\": \"B0CRGWKNSL\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Sofa Table with Outlets and USB Ports, 70.9 inch Extra Long Console Table Behind Couch with Charging Station, Industrial Narrow Entryway Hallway Accent Table for Living Room\", \"asin\": \"B0BRFTVCKN\", \"price\": \"$136.07\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"70.9 Inches Extra Long Sofa Table Behind Couch, Industrial Entry Console Table for Hallway, Entryway & Living Room, Dark Brown\", \"asin\": \"B09HRNND82\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"70.9'' Extra Long Console Table, Industrial Sofa Table Behind Couch, 2 Tier Narrow Entryway Table with Storage Shelf, for Living Room, Rustic Brown and Black CTHR18301\", \"asin\": \"B0DR8DP7R2\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 12 left in stock - order soon.\"},\n{\"title\": \"70.9-Inch Farmhouse Console Table,2-Tier Extra Long Sofa Table Behind Couch,Wooden Rectangular Sofa Table,Entryway Table for Entrance,Hallway,Living Room,Foyer,Rustic Brown\", \"asin\": \"B0DZ6GZ3NG\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 6 left in stock - order soon.\"},\n{\"title\": \"71 Inch Extra Long Sofa Table, Narrow Long Sofa Console Tables Behind Couch Table with Open Storage Shelf\", \"asin\": \"B0C36ZV9RY\", \"price\": \"$152.18\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"70.9 Inches Console Table with 2 Power Outlets and 2 USB Ports, Extra Long Entryway Table with Charging Station, Narrow Sofa Table Behind Couch, Hallway, Living Room, Rustic Brown BF1801XG01G2\", \"asin\": \"B09V9TDWMB\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Console Table, 63\\\" Industrial Entryway Table, Extra Long Sofa Table Behind Couch, X-Shaped Support, for Entryway, Hallway, Living Room, Black CTHB4801\", \"asin\": \"B0CWL6RNDC\", \"price\": \"$71.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.86'' Industrial Extra Long Sofa Table with Outlet, 3 Tiers Narrow Long Console Table with Storage Shelves and USB, Couch Shelf Entryway Table for Living Room, Hallway Brown\", \"asin\": \"B0B5VNQQCB\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Console Table with Power Outlet, 78.7\\\" Narrow Sofa Table, 11.8\\\" Wide Industrial Entryway Table with USB Ports, Behind Couch for Entryway, Hallway, Foyer, Living Room, Rustic Brown CTHR320E01\", \"asin\": \"B0C2TXWWS5\", \"price\": \"$76.49\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Console Table for Living Room, Long Sofa Table Behind Couch with Real Wood Beads Decoration, Retro Entryway Table for Hallway Foyer (64 Inch, Antique Natural)\", \"asin\": \"B0DHGPWPWH\", \"price\": \"$289.00\", \"delivery\": \"FREE delivery Apr 18 - 21\"},\n{\"title\": \"70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Sofa Table Behind Couch, Large Sofa Table for Living Room, Light Brown Hallway Entry Table with Storage\", \"asin\": \"B0DKF8DX2L\", \"price\": \"$161.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"71\\\" Industrial Console Table, 3 Tiers Sofa Table, Narrow Long Sofa Table with Storage Shelves, Big Rustic Entryway Table, Large Hallway Table, Behind Couch Table with Storage, J0219\", \"asin\": \"B0CNCT6Q8T\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9-Inch Extra Long Console Table, Wood Sofa Table Behind Couch Narrow Long, 2-Tier Entryway Accent Table with Storage for Living Room, Hallway, Entrance, Foyer, Rustic Brown\", \"asin\": \"B0CZ6SF5F2\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"2 Pack Narrow Sofa Table with Charging Station, 39.4\\\" L x 5.9\\\" W x 29\\\" H, Skinny Console Table, Long Entryway Hallway Couch Table with Power Outlets, Rustic Brown CTHR151E01S2\", \"asin\": \"B0BYSQ1JNL\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"70.9 Inch Extra Long Console Table for Entryway, Gray Sofa Table with Wood Tabletop, Modern Accent Tables with Half-Moon Shape Legs\", \"asin\": \"B0CGR6NHV4\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9 Inch Extra Long Sofa Table\\uff0c White and Gold Console Table with Faux Marble Tabletop, Modern Long Entryway Table with Gold Frame\", \"asin\": \"B0BP22FVXF\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"70.9 inch Extra Long Console Table Behind Couch, Rustic Industrial Sofa Table for Living Room, Narrow Entryway Hallway Long Bar Table (Grey)\", \"asin\": \"B0BPSMGF6T\", \"price\": \"$155.79\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"70.8 Inch Extra Long Console Table for Entryway, Narrow Hallway Table, Wood Sofa Table with 3 Tier Storage Shelves for Living Room\", \"asin\": \"B0B578KXW7\", \"price\": \"$139.00\", \"delivery\": \"$10.99 delivery Apr 15 - 17\"},\n{\"title\": \"Industrial Console Sofa Table,70.8 Inch Extra Long Entryway Table with 3 Tier Wood Storage Shelf for Living Room, Hallway, Entrance, Narrow Sofa Table with Metal Frame, Black and Brown\", \"asin\": \"B0DHXKLY8K\", \"price\": \"$142.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 8 left in stock - order soon.\"},\n{\"title\": \"Modern Console Table,70.8 Inch Extra Long Entryway Table with 3 Tier Storage Shelves for Living Room,Hallway, Entrance,Sofa Table with Geometric Gold Frame & Faux Marble Tabletop, White and Gold\", \"asin\": \"B0DHVDJP9Z\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 7 left in stock - order soon.\"},\n{\"title\": \"Farmhouse Console Entryway Table: 70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Foyer Sofa Couch Table for Hallway, Entrance, Living Room, Grey\", \"asin\": \"B0C8SCGN43\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9\\\" Extra Long Console Table with Shelves, Narrow Sofa Table Behind Couch with Storage, Industrial Entryway Table TV Stand Accent Table for Living Room Hallway Foyer, Rustic Brown & Black\", \"asin\": \"B0D22KH3Y7\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9-Inch Long Console Table, Farmhouse Wooden Entryway Sofa Table Behind Couch, Narrow Entry Console for Living Room, Hallway, Entrance, Foyer, Light Oak\", \"asin\": \"B0DWSTXTT5\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"2 Pack Narrow Console Sofa Table with Charging Station, Skinny Behind Couch Table, 39.4\\\"L x 5.9\\\"W x 31.5\\\"H, Long Entryway Tables for Living Room, Hallway, Foyer, Rusitc Brown CTHR968E01S2\", \"asin\": \"B0DR8FTK6B\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.9 inch Extra Long Sofa Table, Narrow Console Table Behind Couch, Rustic Industrial Entryway Table Skinny Hallway Table for Living Room\", \"asin\": \"B096MFRM5Z\", \"price\": \"$149.39\", \"delivery\": \"FREE delivery Wed, Apr 16 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\": \"2025-04-10T20:01:58.858Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T20:01:58.858Z
|
click_product
|
rule
|
train
| 983 |
2025-04-10T20:01:58.858Z
|
click_product
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
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{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
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<|memory_end|>
<|action_start|>
{"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"}
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{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string 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": "70 Inch Console Table with 2 Outlets, 1 Type-C and 1 USB Port, Extra Long Entryway Table with Metal Frame and X-Shaped Bars, Narrow Sofa Table for Living Room, Hallway, Black", "asin": "B0CXT7JMCM", "price": "$79.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "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, Hallway, Black", "asin": "B0D83GZPD2", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 5 left in stock - order soon."},
{"title": "2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, 5.9\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\u2019 Extension Cord, White", "asin": "B0C19ZWR5K", "price": "$86.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Farmhouse Console Table, 70.8\" Extra Long Entryway Table with Storage, 2-Tier Narrow Sofa Table Behind the Couch, Rustic Wooden Accent Table for Hallway, Living Room, Entrance, Rustic Brown", "asin": "B0DJVQGKSK", "price": "$179.99", "delivery": "FREE delivery Apr 23 - 25 This item will be released on April 21, 2025."},
{"title": "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, Hallway, Rusitc Brown", "asin": "B0D83DDQ96", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "70 Inch Console Table with Outlet, Extra Long Entryway Table with Metal Frame and X-Shaped Design, Narrow Sofa Table for Living Room and Hallway - Rustic Brown", "asin": "B09JYTCH12", "price": "$79.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Console Table with Power Outlet, 63\" Narrow Sofa Industrial Entryway Behind Couch Table with USB Ports for Entryway, Hallway, Foyer, Living Room, Bedroom CTHR16E01Z", "asin": "B0C5WXX56K", "price": "$48.94", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "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": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "70.9-Inch Extra Long Console Table, Farmhouse Wood Sofa Table Behind Couch, Narrow Entryway Accent Table for Living Room, Hallway, Entrance, Foyer, Light Oak Brown", "asin": "B0DFCF7W9H", "price": "$179.98", "delivery": "FREE delivery Apr 16 - 21"},
{"title": "70.9 inch Extra Long Console Table, Industrial Sofa Table Behind Couch with 2 Tier Storage Shelf, Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown", "asin": "B0CCCV2GCM", "price": "$129.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Console Table, 78.7\" Long Sofa Table Behind Couch, Narrow Entryway Table, Farmhouse Dining Table with Angled Metal Frame, Industrial Console Table for Entryway, Black CTHB20801", "asin": "B0CP9FL9WD", "price": "$87.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "70.86'' Extra Long Console Table, Industrial Long Sofa Table with Storage, TV Console Table with Shelf,3-Layer Console Shelf for Living Room, Long Entryway Table", "asin": "B09FTH266F", "price": "$129.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "5.9 Inch Narrow Console Table with Outlet, Sofa Table Set of 2, Total Length 78'', Behind Couch Table, Long Entryway Tables with Charging Station, for Living Room, Rusitc Brown", "asin": "B0DR8K9CFY", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, 5.9\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\u2019 Extension Cord, White Oak", "asin": "B0BZ43KCZH", "price": "$86.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "Console Table with Oulets and USB Ports, 55.1\" Sofa Table Behind Couch, Industrial Long Skinny Stand for Hallway, Living Room, Bedroom, 6.5 Feet Power Cord, Rustic Brown", "asin": "B0C272K4KX", "price": "$55.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "78.7'' Narrow Console Table with Power Outlet 7.1\" Skinny Sofa Table, Long Behind Couch Table with Charging Station, Entryway Table for Hallway, Living Room Rustic Brown and Black TXG20UBF", "asin": "B0D2NW5C7H", "price": "$64.79", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "71\" Sofa Tables,Extra Long Couch Table, Narrow Long Console Table, Entryway Table,Sofa Table with 3 Tiers Storage Shelves (White)", "asin": "B09HGSKPV3", "price": "$159.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "70.9 Inch Extra Long Console Table for Entryway, Narrow Long Sofa Table Behind Couch, Rustic Grey Hallway Table Industrial Height Bar Table for Living Room", "asin": "B0B8CGK8B2", "price": "$113.40", "delivery": "FREE delivery Tue, Apr 15 for Prime members Only 1 left in stock - order soon."},
{"title": "70.8\" Extra Long Console Table, Industrial Sofa Table Behind Couch, Entryway Table with Metal Frame, Accent Table with Storage Shelves for Foyer Hallway Living Room, Brown and Black", "asin": "B0DSKY4717", "price": "$149.99", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Wood Console Table with Drawers, Long Entryway Table, 70.9 inch Sofa Table Oak Furniture with Open Storage Shelves Wooden Couch Table Foyer Tables for Living Room Hallway Hall Entrance", "asin": "B0DJXZ4CWC", "price": "$199.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, Total 78.8\u201d Long Behind Couch Table with Charge Station and 5.9\u2019 Extension Cord for Living Room, 5.9\"D x 78.8\u201dW x 29.5\u201dH, Rustic Brown", "asin": "B0DQ46PBZR", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "70.9\" Console Table with Power Outlets, Sofa Tables Narrow Long, Industrial Behind Couch Table, for Hallway, Entryway, Living Room, Rustic Brown and Black CT185UBR", "asin": "B0D1G7M1WN", "price": "$55.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "78.7 Inches Extra Long Sofa Table Behind Couch, Industrial 2-Layer Console Table for Hallway, Entryway & Living Room,Rustic Brown UTMJ063H", "asin": "B0D2X15XNY", "price": "$79.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "70.9 inch Extra Long Console Table Behind Couch, Easy Assembly Sofa Table for Living Room Small Space, Rustic Industrial Narrow Entryway Hallway Table (Brown)", "asin": "B08KXYLC43", "price": "$105.30", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "70.9-Inch Long Console Table, Narrow Sofa Table Behind The Couch, Farmhouse Console Table for Living Room, Entryway, Hallway", "asin": "B0DM4J6C65", "price": "$169.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "70.9-Inch Extra Long Sofa Table, Wood Farmhouse 2-Tier Console Table with Storage Shelves for Living Room, Entryway, Couch, Hallway, Foyer, Rustic Brown", "asin": "B0DPMXXVMT", "price": "$129.99", "delivery": "FREE delivery Apr 15 - 17 Only 5 left in stock - order soon."},
{"title": "Console Sofa Table, 70.9 inch Extra Long Table Behind Couch with Storage Shelves, 3-Tier Industrial Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown", "asin": "B0BDRW2PXR", "price": "$129.49", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "63 inch Extra Long Sofa Table, Rustic Industrial Entry Console Table, Behind Couch Table with Black Metal Frame, 3 Tier Storage Shelves for Hallway, Entryway & Living Room, Brown & Black", "asin": "B0DBL1YPFX", "price": "$149.99", "delivery": "FREE delivery Fri, Apr 18 Only 20 left in stock - order soon."},
{"title": "70.9 Inch Extra Long Console Table with Charging Station & Storage Shelf - Industrial Style Sofa Table Behind Couch for Living Room & Entryway, Black", "asin": "B0DKTFJCYZ", "price": "$139.99", "delivery": "FREE delivery Apr 16 - 21"},
{"title": "Extra Long Console Table, 70.9 inch Narrow Sofa Tables with 3 Tier Wood Storage Shelves Industrial Metal Frame for Entryway Hallway Living Room Behind Couch, Rustic Brown Black", "asin": "B0BTV8YN13", "price": "$199.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "70.9 Inches Sofa Console Table with 4 Tier Wood Storage Shelves, Industrial Extra Long Narrow Entryway Accent Tables for Hallway, Living Room, Foyer (Rustic Brown)", "asin": "B0CRGWKNSL", "price": "$159.99", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "Sofa Table with Outlets and USB Ports, 70.9 inch Extra Long Console Table Behind Couch with Charging Station, Industrial Narrow Entryway Hallway Accent Table for Living Room", "asin": "B0BRFTVCKN", "price": "$136.07", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "70.9 Inches Extra Long Sofa Table Behind Couch, Industrial Entry Console Table for Hallway, Entryway & Living Room, Dark Brown", "asin": "B09HRNND82", "price": "$149.99", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "70.9'' Extra Long Console Table, Industrial Sofa Table Behind Couch, 2 Tier Narrow Entryway Table with Storage Shelf, for Living Room, Rustic Brown and Black CTHR18301", "asin": "B0DR8DP7R2", "price": "$119.99", "delivery": "FREE delivery Apr 15 - 18 Only 12 left in stock - order soon."},
{"title": "70.9-Inch Farmhouse Console Table,2-Tier Extra Long Sofa Table Behind Couch,Wooden Rectangular Sofa Table,Entryway Table for Entrance,Hallway,Living Room,Foyer,Rustic Brown", "asin": "B0DZ6GZ3NG", "price": "$129.99", "delivery": "FREE delivery Apr 15 - 18 Only 6 left in stock - order soon."},
{"title": "71 Inch Extra Long Sofa Table, Narrow Long Sofa Console Tables Behind Couch Table with Open Storage Shelf", "asin": "B0C36ZV9RY", "price": "$152.18", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "70.9 Inches Console Table with 2 Power Outlets and 2 USB Ports, Extra Long Entryway Table with Charging Station, Narrow Sofa Table Behind Couch, Hallway, Living Room, Rustic Brown BF1801XG01G2", "asin": "B09V9TDWMB", "price": "$59.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "Console Table, 63\" Industrial Entryway Table, Extra Long Sofa Table Behind Couch, X-Shaped Support, for Entryway, Hallway, Living Room, Black CTHB4801", "asin": "B0CWL6RNDC", "price": "$71.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "70.86'' Industrial Extra Long Sofa Table with Outlet, 3 Tiers Narrow Long Console Table with Storage Shelves and USB, Couch Shelf Entryway Table for Living Room, Hallway Brown", "asin": "B0B5VNQQCB", "price": "$149.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "Console Table with Power Outlet, 78.7\" Narrow Sofa Table, 11.8\" Wide Industrial Entryway Table with USB Ports, Behind Couch for Entryway, Hallway, Foyer, Living Room, Rustic Brown CTHR320E01", "asin": "B0C2TXWWS5", "price": "$76.49", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Console Table for Living Room, Long Sofa Table Behind Couch with Real Wood Beads Decoration, Retro Entryway Table for Hallway Foyer (64 Inch, Antique Natural)", "asin": "B0DHGPWPWH", "price": "$289.00", "delivery": "FREE delivery Apr 18 - 21"},
{"title": "70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Sofa Table Behind Couch, Large Sofa Table for Living Room, Light Brown Hallway Entry Table with Storage", "asin": "B0DKF8DX2L", "price": "$161.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "71\" Industrial Console Table, 3 Tiers Sofa Table, Narrow Long Sofa Table with Storage Shelves, Big Rustic Entryway Table, Large Hallway Table, Behind Couch Table with Storage, J0219", "asin": "B0CNCT6Q8T", "price": "$159.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "70.9-Inch Extra Long Console Table, Wood Sofa Table Behind Couch Narrow Long, 2-Tier Entryway Accent Table with Storage for Living Room, Hallway, Entrance, Foyer, Rustic Brown", "asin": "B0CZ6SF5F2", "price": "$179.99", "delivery": "FREE delivery Apr 16 - 21"},
{"title": "2 Pack Narrow Sofa Table with Charging Station, 39.4\" L x 5.9\" W x 29\" H, Skinny Console Table, Long Entryway Hallway Couch Table with Power Outlets, Rustic Brown CTHR151E01S2", "asin": "B0BYSQ1JNL", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "70.9 Inch Extra Long Console Table for Entryway, Gray Sofa Table with Wood Tabletop, Modern Accent Tables with Half-Moon Shape Legs", "asin": "B0CGR6NHV4", "price": "$179.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "70.9 Inch Extra Long Sofa Table\uff0c White and Gold Console Table with Faux Marble Tabletop, Modern Long Entryway Table with Gold Frame", "asin": "B0BP22FVXF", "price": "$149.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "70.9 inch Extra Long Console Table Behind Couch, Rustic Industrial Sofa Table for Living Room, Narrow Entryway Hallway Long Bar Table (Grey)", "asin": "B0BPSMGF6T", "price": "$155.79", "delivery": "FREE delivery Apr 16 - 21"},
{"title": "70.8 Inch Extra Long Console Table for Entryway, Narrow Hallway Table, Wood Sofa Table with 3 Tier Storage Shelves for Living Room", "asin": "B0B578KXW7", "price": "$139.00", "delivery": "$10.99 delivery Apr 15 - 17"},
{"title": "Industrial Console Sofa Table,70.8 Inch Extra Long Entryway Table with 3 Tier Wood Storage Shelf for Living Room, Hallway, Entrance, Narrow Sofa Table with Metal Frame, Black and Brown", "asin": "B0DHXKLY8K", "price": "$142.99", "delivery": "FREE delivery Apr 15 - 17 Only 8 left in stock - order soon."},
{"title": "Modern Console Table,70.8 Inch Extra Long Entryway Table with 3 Tier Storage Shelves for Living Room,Hallway, Entrance,Sofa Table with Geometric Gold Frame & Faux Marble Tabletop, White and Gold", "asin": "B0DHVDJP9Z", "price": "$149.99", "delivery": "FREE delivery Apr 15 - 17 Only 7 left in stock - order soon."},
{"title": "Farmhouse Console Entryway Table: 70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Foyer Sofa Couch Table for Hallway, Entrance, Living Room, Grey", "asin": "B0C8SCGN43", "price": "$169.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "70.9\" Extra Long Console Table with Shelves, Narrow Sofa Table Behind Couch with Storage, Industrial Entryway Table TV Stand Accent Table for Living Room Hallway Foyer, Rustic Brown & Black", "asin": "B0D22KH3Y7", "price": "$179.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "70.9-Inch Long Console Table, Farmhouse Wooden Entryway Sofa Table Behind Couch, Narrow Entry Console for Living Room, Hallway, Entrance, Foyer, Light Oak", "asin": "B0DWSTXTT5", "price": "$169.99", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "2 Pack Narrow Console Sofa Table with Charging Station, Skinny Behind Couch Table, 39.4\"L x 5.9\"W x 31.5\"H, Long Entryway Tables for Living Room, Hallway, Foyer, Rusitc Brown CTHR968E01S2", "asin": "B0DR8FTK6B", "price": "$59.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "70.9 inch Extra Long Sofa Table, Narrow Console Table Behind Couch, Rustic Industrial Entryway Table Skinny Hallway Table for Living Room", "asin": "B096MFRM5Z", "price": "$149.39", "delivery": "FREE delivery Wed, Apr 16 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": "2025-04-10T20:01:58.858Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:01:58.858Z\",\"action\": \"click_product\",\"acion_argument\": \"\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T20:01:58.858Z\",\"action\": \"click_product\",\"acion_argument\": \"\",}</answer>",
"index": 983,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"94.4\\\" Extra Long Console Table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\": \"94.4\\\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"SUPERJARE\\nLong Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch\", \"asin\": \"\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"70\\\" Sofa Tables Narrow Long, Behind Couch Table with Oulets & USB Ports, Industrial Long Skinny Stand for Entryway,Hallway, Living Room, Bedroom 7.9\\\" D x 70\\\" W x 24.8\\\" H\", \"asin\": \"\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"HOOBRO\\n5.9\\\" Skinny Console Table with Charging Station, 70.9\\\" Narrow Sofa Table with Power Outlets, Long Behind Couch Table, Slim Entryway Table for Hallway, Living Room, Rustic Brown BF185UXG01\", \"asin\": \"\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"SUPERJARE\\n70 Inch Console Table with Outlet, Extra Long Entryway Table with Metal Frame and X-Shaped Design, Narrow Sofa Table for Living Room and Hallway - Rustic Brown\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Plank+Beam\\nSolid Wood Console Table, 56 Inch, Sofa Table, Narrow Entryway Table for Hallway, Behind The Couch, Living Room, Foyer, Easy Assembly, Blonde\", \"asin\": \"B0CQ8WZ2NG\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Plank+Beam\\nForma Console Table, 46 Inch, Solid Wood Sofa Table, Entryway Table for Hallway, Narrow Behind The Couch Table, Console Tables for Entryway, Living Room, Foyer, Easy Assembly, Pecan\", \"asin\": \"B0CS7TPGYW\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"Console Table with Oulets and USB Ports, 55.1\\\" Sofa Table Behind Couch, Industrial Long Skinny Stand for Hallway, Living Room, Bedroom, 6.5 Feet Power Cord, Rustic Brown\", \"asin\": \"B0C272K4KX\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"LVB\\nBlack Console Table, Modern Entryway Table with 3 Tier Storage Shelves, Industrial Sofa Table Behind Couch for Living Room, Farmhouse Wood Metal Entry Table for Hallway Foyer, Black Oak, 55 Inch\", \"asin\": \"B0CJY5PSS7\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Ecoprsio\\nEntryway Table with Outlets and USB Ports, Console Table with 2 Drawers, Small Sofa Table with Storage Shelves for Living Room, Couch, Hallway, Foyer, Kitchen Counter, 32'', Rustic\", \"asin\": \"B09P3W1H9Y\", \"price\": \"$85.49\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"94.4\\\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown\", \"asin\": \"B0DF25TNCG\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members\"},\n{\"title\": \"Long Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch\", \"asin\": \"B0BMFDVSCH\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"2-Pack Rustic Brown Narrow Console Table Behind Sofa Couch, Design with Adjustable Height (25\\\"-33\\\") & Built-in Power Outlets, Includes 6.5' Power Cord - 5.9\\\" D x 79\\\" L\", \"asin\": \"B0DGT8QGBJ\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"5.9\\\" Skinny Console Table with Charging Station, 70.9\\\" Narrow Sofa Table with Power Outlets, Long Behind Couch Table, Slim Entryway Table for Hallway, Living Room, Rustic Brown BF185UXG01\", \"asin\": \"B0BFHG23Y2\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"63'' Skinny Console Table with Power Outlets, Narrow Sofa Couch Table, Long Entryway Table with Charging Station, Easy Assembly, for Living Room, Foyer, Hallway, Rustic Brown CTHR165E01Z1\", \"asin\": \"B0BTT598XB\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"94.4\\\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown\", \"asin\": \"B0DF25TNCG\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members\"},\n{\"title\": \"2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 47.2\\\" Long Behind Couch Table with Charging Station, Skinny Sofa Table for Living Room, Foyer, Rustic Brown BF15XGP201G1\", \"asin\": \"B0BBFQ12PK\", \"price\": \"$107.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"70 Inch Console Table with 2 Outlets, 1 Type-C and 1 USB Port, Extra Long Entryway Table with Metal Frame and X-Shaped Bars, Narrow Sofa Table for Living Room, Hallway, Black\", \"asin\": \"B0CXT7JMCM\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"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, Hallway, Black\", \"asin\": \"B0D83GZPD2\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 5 left in stock - order soon.\"},\n{\"title\": \"2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\\u2019 Extension Cord, White\", \"asin\": \"B0C19ZWR5K\", \"price\": \"$86.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Farmhouse Console Table, 70.8\\\" Extra Long Entryway Table with Storage, 2-Tier Narrow Sofa Table Behind the Couch, Rustic Wooden Accent Table for Hallway, Living Room, Entrance, Rustic Brown\", \"asin\": \"B0DJVQGKSK\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 23 - 25 This item will be released on April 21, 2025.\"},\n{\"title\": \"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, Hallway, Rusitc Brown\", \"asin\": \"B0D83DDQ96\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"70 Inch Console Table with Outlet, Extra Long Entryway Table with Metal Frame and X-Shaped Design, Narrow Sofa Table for Living Room and Hallway - Rustic Brown\", \"asin\": \"B09JYTCH12\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Console Table with Power Outlet, 63\\\" Narrow Sofa Industrial Entryway Behind Couch Table with USB Ports for Entryway, Hallway, Foyer, Living Room, Bedroom CTHR16E01Z\", \"asin\": \"B0C5WXX56K\", \"price\": \"$48.94\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"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\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"70.9-Inch Extra Long Console Table, Farmhouse Wood Sofa Table Behind Couch, Narrow Entryway Accent Table for Living Room, Hallway, Entrance, Foyer, Light Oak Brown\", \"asin\": \"B0DFCF7W9H\", \"price\": \"$179.98\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"70.9 inch Extra Long Console Table, Industrial Sofa Table Behind Couch with 2 Tier Storage Shelf, Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown\", \"asin\": \"B0CCCV2GCM\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Console Table, 78.7\\\" Long Sofa Table Behind Couch, Narrow Entryway Table, Farmhouse Dining Table with Angled Metal Frame, Industrial Console Table for Entryway, Black CTHB20801\", \"asin\": \"B0CP9FL9WD\", \"price\": \"$87.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"70.86'' Extra Long Console Table, Industrial Long Sofa Table with Storage, TV Console Table with Shelf,3-Layer Console Shelf for Living Room, Long Entryway Table\", \"asin\": \"B09FTH266F\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"5.9 Inch Narrow Console Table with Outlet, Sofa Table Set of 2, Total Length 78'', Behind Couch Table, Long Entryway Tables with Charging Station, for Living Room, Rusitc Brown\", \"asin\": \"B0DR8K9CFY\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\\u2019 Extension Cord, White Oak\", \"asin\": \"B0BZ43KCZH\", \"price\": \"$86.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Console Table with Oulets and USB Ports, 55.1\\\" Sofa Table Behind Couch, Industrial Long Skinny Stand for Hallway, Living Room, Bedroom, 6.5 Feet Power Cord, Rustic Brown\", \"asin\": \"B0C272K4KX\", \"price\": \"$55.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"78.7'' Narrow Console Table with Power Outlet 7.1\\\" Skinny Sofa Table, Long Behind Couch Table with Charging Station, Entryway Table for Hallway, Living Room Rustic Brown and Black TXG20UBF\", \"asin\": \"B0D2NW5C7H\", \"price\": \"$64.79\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"71\\\" Sofa Tables,Extra Long Couch Table, Narrow Long Console Table, Entryway Table,Sofa Table with 3 Tiers Storage Shelves (White)\", \"asin\": \"B09HGSKPV3\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"70.9 Inch Extra Long Console Table for Entryway, Narrow Long Sofa Table Behind Couch, Rustic Grey Hallway Table Industrial Height Bar Table for Living Room\", \"asin\": \"B0B8CGK8B2\", \"price\": \"$113.40\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"70.8\\\" Extra Long Console Table, Industrial Sofa Table Behind Couch, Entryway Table with Metal Frame, Accent Table with Storage Shelves for Foyer Hallway Living Room, Brown and Black\", \"asin\": \"B0DSKY4717\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Wood Console Table with Drawers, Long Entryway Table, 70.9 inch Sofa Table Oak Furniture with Open Storage Shelves Wooden Couch Table Foyer Tables for Living Room Hallway Hall Entrance\", \"asin\": \"B0DJXZ4CWC\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, Total 78.8\\u201d Long Behind Couch Table with Charge Station and 5.9\\u2019 Extension Cord for Living Room, 5.9\\\"D x 78.8\\u201dW x 29.5\\u201dH, Rustic Brown\", \"asin\": \"B0DQ46PBZR\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"70.9\\\" Console Table with Power Outlets, Sofa Tables Narrow Long, Industrial Behind Couch Table, for Hallway, Entryway, Living Room, Rustic Brown and Black CT185UBR\", \"asin\": \"B0D1G7M1WN\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"78.7 Inches Extra Long Sofa Table Behind Couch, Industrial 2-Layer Console Table for Hallway, Entryway & Living Room,Rustic Brown UTMJ063H\", \"asin\": \"B0D2X15XNY\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.9 inch Extra Long Console Table Behind Couch, Easy Assembly Sofa Table for Living Room Small Space, Rustic Industrial Narrow Entryway Hallway Table (Brown)\", \"asin\": \"B08KXYLC43\", \"price\": \"$105.30\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"70.9-Inch Long Console Table, Narrow Sofa Table Behind The Couch, Farmhouse Console Table for Living Room, Entryway, Hallway\", \"asin\": \"B0DM4J6C65\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"70.9-Inch Extra Long Sofa Table, Wood Farmhouse 2-Tier Console Table with Storage Shelves for Living Room, Entryway, Couch, Hallway, Foyer, Rustic Brown\", \"asin\": \"B0DPMXXVMT\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 5 left in stock - order soon.\"},\n{\"title\": \"Console Sofa Table, 70.9 inch Extra Long Table Behind Couch with Storage Shelves, 3-Tier Industrial Narrow Entryway Hallway Accent Table for Living Room, Rustic Brown\", \"asin\": \"B0BDRW2PXR\", \"price\": \"$129.49\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"63 inch Extra Long Sofa Table, Rustic Industrial Entry Console Table, Behind Couch Table with Black Metal Frame, 3 Tier Storage Shelves for Hallway, Entryway & Living Room, Brown & Black\", \"asin\": \"B0DBL1YPFX\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Only 20 left in stock - order soon.\"},\n{\"title\": \"70.9 Inch Extra Long Console Table with Charging Station & Storage Shelf - Industrial Style Sofa Table Behind Couch for Living Room & Entryway, Black\", \"asin\": \"B0DKTFJCYZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"Extra Long Console Table, 70.9 inch Narrow Sofa Tables with 3 Tier Wood Storage Shelves Industrial Metal Frame for Entryway Hallway Living Room Behind Couch, Rustic Brown Black\", \"asin\": \"B0BTV8YN13\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9 Inches Sofa Console Table with 4 Tier Wood Storage Shelves, Industrial Extra Long Narrow Entryway Accent Tables for Hallway, Living Room, Foyer (Rustic Brown)\", \"asin\": \"B0CRGWKNSL\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Sofa Table with Outlets and USB Ports, 70.9 inch Extra Long Console Table Behind Couch with Charging Station, Industrial Narrow Entryway Hallway Accent Table for Living Room\", \"asin\": \"B0BRFTVCKN\", \"price\": \"$136.07\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"70.9 Inches Extra Long Sofa Table Behind Couch, Industrial Entry Console Table for Hallway, Entryway & Living Room, Dark Brown\", \"asin\": \"B09HRNND82\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"70.9'' Extra Long Console Table, Industrial Sofa Table Behind Couch, 2 Tier Narrow Entryway Table with Storage Shelf, for Living Room, Rustic Brown and Black CTHR18301\", \"asin\": \"B0DR8DP7R2\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 12 left in stock - order soon.\"},\n{\"title\": \"70.9-Inch Farmhouse Console Table,2-Tier Extra Long Sofa Table Behind Couch,Wooden Rectangular Sofa Table,Entryway Table for Entrance,Hallway,Living Room,Foyer,Rustic Brown\", \"asin\": \"B0DZ6GZ3NG\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 6 left in stock - order soon.\"},\n{\"title\": \"71 Inch Extra Long Sofa Table, Narrow Long Sofa Console Tables Behind Couch Table with Open Storage Shelf\", \"asin\": \"B0C36ZV9RY\", \"price\": \"$152.18\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"70.9 Inches Console Table with 2 Power Outlets and 2 USB Ports, Extra Long Entryway Table with Charging Station, Narrow Sofa Table Behind Couch, Hallway, Living Room, Rustic Brown BF1801XG01G2\", \"asin\": \"B09V9TDWMB\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Console Table, 63\\\" Industrial Entryway Table, Extra Long Sofa Table Behind Couch, X-Shaped Support, for Entryway, Hallway, Living Room, Black CTHB4801\", \"asin\": \"B0CWL6RNDC\", \"price\": \"$71.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.86'' Industrial Extra Long Sofa Table with Outlet, 3 Tiers Narrow Long Console Table with Storage Shelves and USB, Couch Shelf Entryway Table for Living Room, Hallway Brown\", \"asin\": \"B0B5VNQQCB\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Console Table with Power Outlet, 78.7\\\" Narrow Sofa Table, 11.8\\\" Wide Industrial Entryway Table with USB Ports, Behind Couch for Entryway, Hallway, Foyer, Living Room, Rustic Brown CTHR320E01\", \"asin\": \"B0C2TXWWS5\", \"price\": \"$76.49\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Console Table for Living Room, Long Sofa Table Behind Couch with Real Wood Beads Decoration, Retro Entryway Table for Hallway Foyer (64 Inch, Antique Natural)\", \"asin\": \"B0DHGPWPWH\", \"price\": \"$289.00\", \"delivery\": \"FREE delivery Apr 18 - 21\"},\n{\"title\": \"70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Sofa Table Behind Couch, Large Sofa Table for Living Room, Light Brown Hallway Entry Table with Storage\", \"asin\": \"B0DKF8DX2L\", \"price\": \"$161.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"71\\\" Industrial Console Table, 3 Tiers Sofa Table, Narrow Long Sofa Table with Storage Shelves, Big Rustic Entryway Table, Large Hallway Table, Behind Couch Table with Storage, J0219\", \"asin\": \"B0CNCT6Q8T\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9-Inch Extra Long Console Table, Wood Sofa Table Behind Couch Narrow Long, 2-Tier Entryway Accent Table with Storage for Living Room, Hallway, Entrance, Foyer, Rustic Brown\", \"asin\": \"B0CZ6SF5F2\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"2 Pack Narrow Sofa Table with Charging Station, 39.4\\\" L x 5.9\\\" W x 29\\\" H, Skinny Console Table, Long Entryway Hallway Couch Table with Power Outlets, Rustic Brown CTHR151E01S2\", \"asin\": \"B0BYSQ1JNL\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"70.9 Inch Extra Long Console Table for Entryway, Gray Sofa Table with Wood Tabletop, Modern Accent Tables with Half-Moon Shape Legs\", \"asin\": \"B0CGR6NHV4\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9 Inch Extra Long Sofa Table\\uff0c White and Gold Console Table with Faux Marble Tabletop, Modern Long Entryway Table with Gold Frame\", \"asin\": \"B0BP22FVXF\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"70.9 inch Extra Long Console Table Behind Couch, Rustic Industrial Sofa Table for Living Room, Narrow Entryway Hallway Long Bar Table (Grey)\", \"asin\": \"B0BPSMGF6T\", \"price\": \"$155.79\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"70.8 Inch Extra Long Console Table for Entryway, Narrow Hallway Table, Wood Sofa Table with 3 Tier Storage Shelves for Living Room\", \"asin\": \"B0B578KXW7\", \"price\": \"$139.00\", \"delivery\": \"$10.99 delivery Apr 15 - 17\"},\n{\"title\": \"Industrial Console Sofa Table,70.8 Inch Extra Long Entryway Table with 3 Tier Wood Storage Shelf for Living Room, Hallway, Entrance, Narrow Sofa Table with Metal Frame, Black and Brown\", \"asin\": \"B0DHXKLY8K\", \"price\": \"$142.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 8 left in stock - order soon.\"},\n{\"title\": \"Modern Console Table,70.8 Inch Extra Long Entryway Table with 3 Tier Storage Shelves for Living Room,Hallway, Entrance,Sofa Table with Geometric Gold Frame & Faux Marble Tabletop, White and Gold\", \"asin\": \"B0DHVDJP9Z\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 15 - 17 Only 7 left in stock - order soon.\"},\n{\"title\": \"Farmhouse Console Entryway Table: 70.9 Inches Extra Long Console Table for Entryway, 2-Tier Narrow Wood Foyer Sofa Couch Table for Hallway, Entrance, Living Room, Grey\", \"asin\": \"B0C8SCGN43\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9\\\" Extra Long Console Table with Shelves, Narrow Sofa Table Behind Couch with Storage, Industrial Entryway Table TV Stand Accent Table for Living Room Hallway Foyer, Rustic Brown & Black\", \"asin\": \"B0D22KH3Y7\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"70.9-Inch Long Console Table, Farmhouse Wooden Entryway Sofa Table Behind Couch, Narrow Entry Console for Living Room, Hallway, Entrance, Foyer, Light Oak\", \"asin\": \"B0DWSTXTT5\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"2 Pack Narrow Console Sofa Table with Charging Station, Skinny Behind Couch Table, 39.4\\\"L x 5.9\\\"W x 31.5\\\"H, Long Entryway Tables for Living Room, Hallway, Foyer, Rusitc Brown CTHR968E01S2\", \"asin\": \"B0DR8FTK6B\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.9 inch Extra Long Sofa Table, Narrow Console Table Behind Couch, Rustic Industrial Entryway Table Skinny Hallway Table for Living Room\", \"asin\": \"B096MFRM5Z\", \"price\": \"$149.39\", \"delivery\": \"FREE delivery Wed, Apr 16 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\": \"2025-04-10T20:01:58.858Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
||
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"94.4\\\" Extra Long Console Table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0BMFDVSCH\"},\n{\"title\": \"SUPERJARE Long Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch\"},\n{\"price\": \"$59.99\"},\n{\"bullet_list\": \"[Welcome Power Outlets]: Invite this narrow console table to inspire your life! 2 outlets, 1 USB Port and 1 Type-C port are totally enough for your charging needs. Lamps, phones, iPad, fans, even decorative light strings are all covered [Space Artist]: Your sofa back is empty? Let this entry way home table give you space surprise. Set it up in the narrow and long hallway to welcome your odds and ends; or how about putting it under the window to be a plant table, giving your green plants more sunlight [Functions Can Be More]: Thought this Long table could only be a sofa table to place plants, scented candles? Think again. Used as an entryway table to welcome keys, hats, and sundries or a plant table for your greeney, all will be nice [Quality Is Priority]: Add sturdy P2 Particleboard and strong metal frame, no need to worry about wobbles and long-time use. Plus: Attach the anti-tip device to the wall and avoid it falling over [Save Your Time]: With numbered parts, clear instructions, and needed tools in the package, this sofa table narrow long will be assembled quickly, saving you from tedious labor\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7.9\\\"D x 70.8\\\"W x 31.5\\\"H\"},\n{\"Color\": \"White\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:02:08.926Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T20:02:08.926Z
|
click
|
product_option
|
rule
|
train
| 984 |
2025-04-10T20:02:08.926Z
|
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": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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": ""}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "94.4\" Extra Long Console Table"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.74", "quantity": "1"},
{"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"},
{"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"},
{"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": "B0BMFDVSCH"},
{"title": "SUPERJARE Long Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch"},
{"price": "$59.99"},
{"bullet_list": "[Welcome Power Outlets]: Invite this narrow console table to inspire your life! 2 outlets, 1 USB Port and 1 Type-C port are totally enough for your charging needs. Lamps, phones, iPad, fans, even decorative light strings are all covered [Space Artist]: Your sofa back is empty? Let this entry way home table give you space surprise. Set it up in the narrow and long hallway to welcome your odds and ends; or how about putting it under the window to be a plant table, giving your green plants more sunlight [Functions Can Be More]: Thought this Long table could only be a sofa table to place plants, scented candles? Think again. Used as an entryway table to welcome keys, hats, and sundries or a plant table for your greeney, all will be nice [Quality Is Priority]: Add sturdy P2 Particleboard and strong metal frame, no need to worry about wobbles and long-time use. Plus: Attach the anti-tip device to the wall and avoid it falling over [Save Your Time]: With numbered parts, clear instructions, and needed tools in the package, this sofa table narrow long will be assembled quickly, saving you from tedious labor"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "7.9\"D x 70.8\"W x 31.5\"H"},
{"Color": "White"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T20:02:08.926Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:02:08.926Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T20:02:08.926Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 984,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"94.4\\\" Extra Long Console Table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0BMFDVSCH\"},\n{\"title\": \"SUPERJARE Long Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch\"},\n{\"price\": \"$59.99\"},\n{\"bullet_list\": \"[Welcome Power Outlets]: Invite this narrow console table to inspire your life! 2 outlets, 1 USB Port and 1 Type-C port are totally enough for your charging needs. Lamps, phones, iPad, fans, even decorative light strings are all covered [Space Artist]: Your sofa back is empty? Let this entry way home table give you space surprise. Set it up in the narrow and long hallway to welcome your odds and ends; or how about putting it under the window to be a plant table, giving your green plants more sunlight [Functions Can Be More]: Thought this Long table could only be a sofa table to place plants, scented candles? Think again. Used as an entryway table to welcome keys, hats, and sundries or a plant table for your greeney, all will be nice [Quality Is Priority]: Add sturdy P2 Particleboard and strong metal frame, no need to worry about wobbles and long-time use. Plus: Attach the anti-tip device to the wall and avoid it falling over [Save Your Time]: With numbered parts, clear instructions, and needed tools in the package, this sofa table narrow long will be assembled quickly, saving you from tedious labor\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7.9\\\"D x 70.8\\\"W x 31.5\\\"H\"},\n{\"Color\": \"White\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:02:08.926Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"94.4\\\" Extra Long Console Table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0CR5P7N53\"},\n{\"title\": \"SUPERJARE 70 Inch Console Table with Outlet, Sofa Table with Charging Station, Narrow Entryway Table, Skinny Hallway Table, Behind Couch Table, for Living Room, White\"},\n{\"price\": \"$69.99\"},\n{\"bullet_list\": \"[Welcome Power Outlets]: Invite this narrow console table to inspire your life! 2 outlets, 1 USB Port and 1 Type-C port are totally enough for your charging needs. Lamps, phones, iPad, fans, even decorative light strings are all covered [Space Artist]: Your sofa back is empty? Let this entry way home table give you space surprise. Set it up in the narrow and long hallway to welcome your odds and ends; or how about putting it under the window to be a plant table, giving your green plants more sunlight [Functions Can Be More]: Thought this Long table could only be a sofa table to place plants, scented candles? Think again. Used as an entryway table to welcome keys, hats, and sundries or a plant table for your greeney, all will be nice [Quality Is Priority]: Add sturdy P2 Particleboard and strong metal frame, no need to worry about wobbles and long-time use. Plus: Attach the anti-tip device to the wall and avoid it falling over [Save Your Time]: With numbered parts, clear instructions, and needed tools in the package, this sofa table narrow long will be assembled quickly, saving you from tedious labor\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7.9\\\"D x 70.8\\\"W x 31.5\\\"H\"},\n{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:02:18.498Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T20:02:18.498Z
|
click
|
product_option
|
rule
|
train
| 985 |
2025-04-10T20:02:18.498Z
|
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": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "94.4\" Extra Long Console Table"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.74", "quantity": "1"},
{"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"},
{"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"},
{"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": "B0CR5P7N53"},
{"title": "SUPERJARE 70 Inch Console Table with Outlet, Sofa Table with Charging Station, Narrow Entryway Table, Skinny Hallway Table, Behind Couch Table, for Living Room, White"},
{"price": "$69.99"},
{"bullet_list": "[Welcome Power Outlets]: Invite this narrow console table to inspire your life! 2 outlets, 1 USB Port and 1 Type-C port are totally enough for your charging needs. Lamps, phones, iPad, fans, even decorative light strings are all covered [Space Artist]: Your sofa back is empty? Let this entry way home table give you space surprise. Set it up in the narrow and long hallway to welcome your odds and ends; or how about putting it under the window to be a plant table, giving your green plants more sunlight [Functions Can Be More]: Thought this Long table could only be a sofa table to place plants, scented candles? Think again. Used as an entryway table to welcome keys, hats, and sundries or a plant table for your greeney, all will be nice [Quality Is Priority]: Add sturdy P2 Particleboard and strong metal frame, no need to worry about wobbles and long-time use. Plus: Attach the anti-tip device to the wall and avoid it falling over [Save Your Time]: With numbered parts, clear instructions, and needed tools in the package, this sofa table narrow long will be assembled quickly, saving you from tedious labor"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "7.9\"D x 70.8\"W x 31.5\"H"},
{"Color": "Black"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T20:02:18.498Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:02:18.498Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T20:02:18.498Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 985,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"94.4\\\" Extra Long Console Table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0CR5P7N53\"},\n{\"title\": \"SUPERJARE 70 Inch Console Table with Outlet, Sofa Table with Charging Station, Narrow Entryway Table, Skinny Hallway Table, Behind Couch Table, for Living Room, White\"},\n{\"price\": \"$69.99\"},\n{\"bullet_list\": \"[Welcome Power Outlets]: Invite this narrow console table to inspire your life! 2 outlets, 1 USB Port and 1 Type-C port are totally enough for your charging needs. Lamps, phones, iPad, fans, even decorative light strings are all covered [Space Artist]: Your sofa back is empty? Let this entry way home table give you space surprise. Set it up in the narrow and long hallway to welcome your odds and ends; or how about putting it under the window to be a plant table, giving your green plants more sunlight [Functions Can Be More]: Thought this Long table could only be a sofa table to place plants, scented candles? Think again. Used as an entryway table to welcome keys, hats, and sundries or a plant table for your greeney, all will be nice [Quality Is Priority]: Add sturdy P2 Particleboard and strong metal frame, no need to worry about wobbles and long-time use. Plus: Attach the anti-tip device to the wall and avoid it falling over [Save Your Time]: With numbered parts, clear instructions, and needed tools in the package, this sofa table narrow long will be assembled quickly, saving you from tedious labor\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7.9\\\"D x 70.8\\\"W x 31.5\\\"H\"},\n{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:02:18.498Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"94.4\\\" Extra Long Console Table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0CR5NZV84\"},\n{\"title\": \"SUPERJARE 70 Inch Console Table with Outlet, Sofa Table with Charging Station, Narrow Entryway Table, Skinny Hallway Table, Behind Couch Table, for Living Room, Black\"},\n{\"price\": \"$69.99\"},\n{\"bullet_list\": \"[Welcome Power Outlets]: Invite this narrow console table to inspire your life! 2 outlets, 1 USB Port and 1 Type-C port are totally enough for your charging needs. Lamps, phones, iPad, fans, even decorative light strings are all covered [Space Artist]: Your sofa back is empty? Let this entry way home table give you space surprise. Set it up in the narrow and long hallway to welcome your odds and ends; or how about putting it under the window to be a plant table, giving your green plants more sunlight [Functions Can Be More]: Thought this Long table could only be a sofa table to place plants, scented candles? Think again. Used as an entryway table to welcome keys, hats, and sundries or a plant table for your greeney, all will be nice [Quality Is Priority]: Add sturdy P2 Particleboard and strong metal frame, no need to worry about wobbles and long-time use. Plus: Attach the anti-tip device to the wall and avoid it falling over [Save Your Time]: With numbered parts, clear instructions, and needed tools in the package, this sofa table narrow long will be assembled quickly, saving you from tedious labor\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7.9\\\"D x 63\\\"W x 31.5\\\"H\"},\n{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:02:22.323Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T20:02:22.323Z
|
click
|
product_option
|
rule
|
train
| 986 |
2025-04-10T20:02:22.323Z
|
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": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "94.4\" Extra Long Console Table"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.74", "quantity": "1"},
{"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"},
{"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"},
{"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": "B0CR5NZV84"},
{"title": "SUPERJARE 70 Inch Console Table with Outlet, Sofa Table with Charging Station, Narrow Entryway Table, Skinny Hallway Table, Behind Couch Table, for Living Room, Black"},
{"price": "$69.99"},
{"bullet_list": "[Welcome Power Outlets]: Invite this narrow console table to inspire your life! 2 outlets, 1 USB Port and 1 Type-C port are totally enough for your charging needs. Lamps, phones, iPad, fans, even decorative light strings are all covered [Space Artist]: Your sofa back is empty? Let this entry way home table give you space surprise. Set it up in the narrow and long hallway to welcome your odds and ends; or how about putting it under the window to be a plant table, giving your green plants more sunlight [Functions Can Be More]: Thought this Long table could only be a sofa table to place plants, scented candles? Think again. Used as an entryway table to welcome keys, hats, and sundries or a plant table for your greeney, all will be nice [Quality Is Priority]: Add sturdy P2 Particleboard and strong metal frame, no need to worry about wobbles and long-time use. Plus: Attach the anti-tip device to the wall and avoid it falling over [Save Your Time]: With numbered parts, clear instructions, and needed tools in the package, this sofa table narrow long will be assembled quickly, saving you from tedious labor"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "7.9\"D x 63\"W x 31.5\"H"},
{"Color": "Black"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T20:02:22.323Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:02:22.323Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T20:02:22.323Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 986,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"94.4\\\" Extra Long Console Table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0CR5NZV84\"},\n{\"title\": \"SUPERJARE 70 Inch Console Table with Outlet, Sofa Table with Charging Station, Narrow Entryway Table, Skinny Hallway Table, Behind Couch Table, for Living Room, Black\"},\n{\"price\": \"$69.99\"},\n{\"bullet_list\": \"[Welcome Power Outlets]: Invite this narrow console table to inspire your life! 2 outlets, 1 USB Port and 1 Type-C port are totally enough for your charging needs. Lamps, phones, iPad, fans, even decorative light strings are all covered [Space Artist]: Your sofa back is empty? Let this entry way home table give you space surprise. Set it up in the narrow and long hallway to welcome your odds and ends; or how about putting it under the window to be a plant table, giving your green plants more sunlight [Functions Can Be More]: Thought this Long table could only be a sofa table to place plants, scented candles? Think again. Used as an entryway table to welcome keys, hats, and sundries or a plant table for your greeney, all will be nice [Quality Is Priority]: Add sturdy P2 Particleboard and strong metal frame, no need to worry about wobbles and long-time use. Plus: Attach the anti-tip device to the wall and avoid it falling over [Save Your Time]: With numbered parts, clear instructions, and needed tools in the package, this sofa table narrow long will be assembled quickly, saving you from tedious labor\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7.9\\\"D x 63\\\"W x 31.5\\\"H\"},\n{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:02:22.323Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"94.4\\\" Extra Long Console Table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0CR5N14ZS\"},\n{\"title\": \"SUPERJARE Console Table with Outlet, 63 Inch Sofa Table with Charging Station, Narrow Entryway Table, Skinny Hallway Table, Behind Couch Table, for Living Room, Plants, Black\"},\n{\"price\": \"$64.99\"},\n{\"bullet_list\": \"[No Low Battery Warnings]: Imagine lounging on your sofa and brushing your phones to relax after a busy week. Don\\u2019t let low battery disappoint you. Let this sofa table narrow long with 2 AC outlets, 1 USB port and 1 Type-C port provide close-at-hand power [Space Artist]: Your sofa back is empty? Let this entry way home table give you space surprise. Set it up in the narrow and long hallway to welcome your odds and ends; or how about putting it under the window to be a plant table, giving your green plants more sunlight [Quality Never Let You Down]: Sturdy P2 particle board works well with a durable metal frame, giving the hallway table for entryway surface a supporting bearing up to 55 lbs. Exactly a long-time service investment [For More Stability]: Equipped with adjustable feet to ensure stability even on uneven floors, adjust it to protect your desktop items from falling down. And more significant, the anti-tip device gives a more safe sense [Simple Yet Stunning]: With numbered parts, clear instructions, and needed tools in the package, this console table for living room will be assembled quickly, saving your time from tedious labour\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7.9\\\"D x 78.7\\\"W x 31.5\\\"H\"},\n{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:02:28.834Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T20:02:28.834Z
|
click
|
product_option
|
rule
|
train
| 987 |
2025-04-10T20:02:28.834Z
|
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": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "94.4\" Extra Long Console Table"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.74", "quantity": "1"},
{"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"},
{"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"},
{"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": "B0CR5N14ZS"},
{"title": "SUPERJARE Console Table with Outlet, 63 Inch Sofa Table with Charging Station, Narrow Entryway Table, Skinny Hallway Table, Behind Couch Table, for Living Room, Plants, Black"},
{"price": "$64.99"},
{"bullet_list": "[No Low Battery Warnings]: Imagine lounging on your sofa and brushing your phones to relax after a busy week. Don\u2019t let low battery disappoint you. Let this sofa table narrow long with 2 AC outlets, 1 USB port and 1 Type-C port provide close-at-hand power [Space Artist]: Your sofa back is empty? Let this entry way home table give you space surprise. Set it up in the narrow and long hallway to welcome your odds and ends; or how about putting it under the window to be a plant table, giving your green plants more sunlight [Quality Never Let You Down]: Sturdy P2 particle board works well with a durable metal frame, giving the hallway table for entryway surface a supporting bearing up to 55 lbs. Exactly a long-time service investment [For More Stability]: Equipped with adjustable feet to ensure stability even on uneven floors, adjust it to protect your desktop items from falling down. And more significant, the anti-tip device gives a more safe sense [Simple Yet Stunning]: With numbered parts, clear instructions, and needed tools in the package, this console table for living room will be assembled quickly, saving your time from tedious labour"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "7.9\"D x 78.7\"W x 31.5\"H"},
{"Color": "Black"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T20:02:28.834Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:02:28.834Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T20:02:28.834Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 987,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"94.4\\\" Extra Long Console Table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0CR5N14ZS\"},\n{\"title\": \"SUPERJARE Console Table with Outlet, 63 Inch Sofa Table with Charging Station, Narrow Entryway Table, Skinny Hallway Table, Behind Couch Table, for Living Room, Plants, Black\"},\n{\"price\": \"$64.99\"},\n{\"bullet_list\": \"[No Low Battery Warnings]: Imagine lounging on your sofa and brushing your phones to relax after a busy week. Don\\u2019t let low battery disappoint you. Let this sofa table narrow long with 2 AC outlets, 1 USB port and 1 Type-C port provide close-at-hand power [Space Artist]: Your sofa back is empty? Let this entry way home table give you space surprise. Set it up in the narrow and long hallway to welcome your odds and ends; or how about putting it under the window to be a plant table, giving your green plants more sunlight [Quality Never Let You Down]: Sturdy P2 particle board works well with a durable metal frame, giving the hallway table for entryway surface a supporting bearing up to 55 lbs. Exactly a long-time service investment [For More Stability]: Equipped with adjustable feet to ensure stability even on uneven floors, adjust it to protect your desktop items from falling down. And more significant, the anti-tip device gives a more safe sense [Simple Yet Stunning]: With numbered parts, clear instructions, and needed tools in the package, this console table for living room will be assembled quickly, saving your time from tedious labour\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7.9\\\"D x 78.7\\\"W x 31.5\\\"H\"},\n{\"Color\": \"Black\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:02:28.834Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"94.4\\\" Extra Long Console Table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0BBFQ12PK\"},\n{\"title\": \"HOOBRO 2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 47.2\\\" Long Behind Couch Table with Charging Station, Skinny Sofa Table for Living Room, Foyer, Rustic Brown BF15XGP201G1\"},\n{\"price\": \"$107.99\"},\n{\"bullet_list\": \"Great for Tight Spaces: With a size of 5.9\\\"D x 94.4\\\"W x 31.3\\\"H, the slim and compact console table fits easily into any smaller gaps like behind the sofa, entryway or living room, to leave distance for wall vents. It is the perfect storage solution for tight spaces Behind Couch Table with Outlets: The console table comes with built-in 2 plug outlets, 2 USB ports and a 59\\u2019\\u2019 power cord. With all the functions required for charging, the sofa table is ideal for your mobile phone, laptop, desk lamps or tablets Stable Enough: The Sturdy metal frame and 4 adjustable feet work together to provide high load-bearing capacity. The quality engineered wood are made of P2 particleboard to enhance the sturdiness. Functions Can Be More: The narrow furniture works perfectly as a console table, sofa table, entry table, or even a nightstand. With its retro and elegant features, the entryway table is suitable for your living room, bedroom, dining room, study, foyer, office, hallway, etc. Save Your Time: We provide you with numbered accessories, detailed instructions and necessary assembly tools to help you assemble this entryway table without hassle!\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"47.2\\u201dL x 5.9\\u201dW x 31.3\\u201dH\"},\n{\"Color\": \"Black\"},\n{\"Number of Items\": \"2\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:02:42.127Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T20:02:42.127Z
|
click
|
product_option
|
rule
|
train
| 988 |
2025-04-10T20:02:42.127Z
|
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": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "94.4\" Extra Long Console Table"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.74", "quantity": "1"},
{"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"},
{"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"},
{"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": "B0BBFQ12PK"},
{"title": "HOOBRO 2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, 47.2\" Long Behind Couch Table with Charging Station, Skinny Sofa Table for Living Room, Foyer, Rustic Brown BF15XGP201G1"},
{"price": "$107.99"},
{"bullet_list": "Great for Tight Spaces: With a size of 5.9\"D x 94.4\"W x 31.3\"H, the slim and compact console table fits easily into any smaller gaps like behind the sofa, entryway or living room, to leave distance for wall vents. It is the perfect storage solution for tight spaces Behind Couch Table with Outlets: The console table comes with built-in 2 plug outlets, 2 USB ports and a 59\u2019\u2019 power cord. With all the functions required for charging, the sofa table is ideal for your mobile phone, laptop, desk lamps or tablets Stable Enough: The Sturdy metal frame and 4 adjustable feet work together to provide high load-bearing capacity. The quality engineered wood are made of P2 particleboard to enhance the sturdiness. Functions Can Be More: The narrow furniture works perfectly as a console table, sofa table, entry table, or even a nightstand. With its retro and elegant features, the entryway table is suitable for your living room, bedroom, dining room, study, foyer, office, hallway, etc. Save Your Time: We provide you with numbered accessories, detailed instructions and necessary assembly tools to help you assemble this entryway table without hassle!"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "47.2\u201dL x 5.9\u201dW x 31.3\u201dH"},
{"Color": "Black"},
{"Number of Items": "2"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T20:02:42.127Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:02:42.127Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T20:02:42.127Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 988,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"94.4\\\" Extra Long Console Table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0BBFQ12PK\"},\n{\"title\": \"HOOBRO 2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 47.2\\\" Long Behind Couch Table with Charging Station, Skinny Sofa Table for Living Room, Foyer, Rustic Brown BF15XGP201G1\"},\n{\"price\": \"$107.99\"},\n{\"bullet_list\": \"Great for Tight Spaces: With a size of 5.9\\\"D x 94.4\\\"W x 31.3\\\"H, the slim and compact console table fits easily into any smaller gaps like behind the sofa, entryway or living room, to leave distance for wall vents. It is the perfect storage solution for tight spaces Behind Couch Table with Outlets: The console table comes with built-in 2 plug outlets, 2 USB ports and a 59\\u2019\\u2019 power cord. With all the functions required for charging, the sofa table is ideal for your mobile phone, laptop, desk lamps or tablets Stable Enough: The Sturdy metal frame and 4 adjustable feet work together to provide high load-bearing capacity. The quality engineered wood are made of P2 particleboard to enhance the sturdiness. Functions Can Be More: The narrow furniture works perfectly as a console table, sofa table, entry table, or even a nightstand. With its retro and elegant features, the entryway table is suitable for your living room, bedroom, dining room, study, foyer, office, hallway, etc. Save Your Time: We provide you with numbered accessories, detailed instructions and necessary assembly tools to help you assemble this entryway table without hassle!\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"47.2\\u201dL x 5.9\\u201dW x 31.3\\u201dH\"},\n{\"Color\": \"Black\"},\n{\"Number of Items\": \"2\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:02:42.127Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"2025-04-10T20:04:33.353Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T20:04:33.353Z
|
input
|
sofa backside table
|
rule
|
train
| 989 |
2025-04-10T20:04:33.353Z
|
input
|
sofa backside table
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "2025-04-10T20:04:33.353Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:04:33.353Z\",\"action\": \"input\",\"acion_argument\": \"sofa backside table\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T20:04:33.353Z\",\"action\": \"input\",\"acion_argument\": \"sofa backside table\",}</answer>",
"index": 989,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"2025-04-10T20:04:33.353Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sofa backside table\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:04:33.501Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T20:04:33.501Z
|
click
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search
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rule
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train
| 990 |
2025-04-10T20:04:33.501Z
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click
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search
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sofa backside table"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T20:04:33.501Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:04:33.501Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T20:04:33.501Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 990,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sofa backside table\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:04:33.501Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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\", 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Cord Included\", \"asin\": \"B0D1RFBD83\", \"price\": \"$65.49\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"SUPERJARE Console Table with Outlet, 63 Inch Sofa Table with Charging Station, Narrow Entryway Table, Skinny Hallway Table, Behind Couch Table, for Living Room, Plants - Rustic Brown\", \"asin\": \"B0B5TKL62Q\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"2 Pack Narrow Console Sofa Table with Charging Station, Skinny Behind Couch Table, 39.4\\\"L x 5.9\\\"W x 31.5\\\"H, Long Entryway Tables for Living Room, Hallway, Foyer, Rusitc Brown CTHR968E01S2\", \"asin\": \"B0DR8FTK6B\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"SUPERJARE 5.9 Inch Narrow Console Table with Outlet, Sofa Table Set of 2, Total Length 78'', Behind Couch Table, Long Entryway Tables with Charging Station, for Living Room, Rusitc Brown\", \"asin\": \"B0DR8K9CFY\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Kitstorack TV Tray Table, Adjustable Height & 90\\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces\", \"asin\": \"B0DGPJZNQ3\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\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, Hallway, Rusitc Brown\", \"asin\": \"B0D83DDQ96\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"ELYKEN 2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\\u2019 Extension Cord, White Oak\", \"asin\": \"B0BZ43KCZH\", \"price\": \"$86.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"78.7'' Narrow Console Table with Power Outlet 7.1\\\" Skinny Sofa Table, Long Behind Couch Table with Charging Station, Entryway Table for Hallway, Living Room Rustic Brown and Black TXG20UBF\", \"asin\": \"B0D2NW5C7H\", \"price\": \"$64.79\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"keomaisyto Sofa Table with Light, Skinny Console Table, 46.1\\\" L x 5.9\\\" W x 31.1\\\" H Behind Couch Table with 3 Color Temperatures Led Bulb & Foot Button for Living Room, Bedroom, Entryway, Hallway\", \"asin\": \"B0DKJKDCMJ\", \"price\": \"$56.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"47.2'' Skinny Console Table with Charging Station and Storage, Narrow Sofa Table with Power Outlets and USB Ports, Behind Couch Table, for Living Room, Foyer, Entryway, Hallway, Rustic Brown\", \"asin\": \"B0DQGR4DXG\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Console Table with Power Outlet, 70.9\\\" Narrow Sofa Table, Industrial Entryway Table with USB Ports, Behind Couch for Entryway, Hallway, Foyer, Living Room, Rustic Brown CTHR18E01Z1\", \"asin\": \"B0BTPNS2VJ\", \"price\": \"$52.19\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ELYKEN 2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, Total 78.8\\u201d Long Behind Couch Table with Charge Station and 5.9\\u2019 Extension Cord for Living Room, 5.9\\\" D x 78.8\\u201dW x 29.5\\u201dH, Black\", \"asin\": \"B0DQ49S4MW\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Side Table Sofa Tray for Couch Heavy Metal Base Swivel/Adjustable Height, Sofa Bed Bathroom Study TV Tray C Shaped End Table Food Snack Trays for Eating\", \"asin\": \"B0DHFYP68S\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"47'' Skinny Console Table with Charging Station and LED Light, Narrow Sofa Table with Power Outlets and Type C & USB Port, Behind Couch Table, for Living Room, Entryway, Hallway, Black\", \"asin\": \"B0DQGW4C7Z\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Couch Arm Tray,Bamboo Sofa Tray Table Clip on Side Table,Foldable Couch Armrest Table with 360\\u00b0 Phone Holder,Couch Tray for Eating/Drinks/Snacks/Remote/Control\", \"asin\": \"B09LLZ1R32\", \"price\": \"$31.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Elbourn Folding Side Table End Couch Tables,Metal Frame C-Shaped TV Stand for Sofa Living Bedroom Bedside Coffee Small Spaces(Vintage Wood Color)\", \"asin\": \"B0D93ZZBDK\", \"price\": \"$36.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Tohomeor 5.9\\\" Skinny Behind Sofa Console Table with Charging Station 47.2\\\" Narrow Long Behind Couch Table with Power Outlets USB Ports Thin Entry Table for Entryway Living Room Hallway Retro Grey\", \"asin\": \"B0C6MJZWXG\", \"price\": \"$49.89\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"2 Pack Narrow Sofa Table with Charging Station, 39.4\\\" L x 5.9\\\" W x 29\\\" H, Skinny Console Table, Long Entryway Hallway Couch Table with Power Outlets, Rustic Brown CTHR151E01S2\", \"asin\": \"B0BYSQ1JNL\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOLANA Acacia Wood Sofa Armrest Tray - 13.75 x 9.5in Double Hinge Sofa Arm Tray Table Clip - Couch Arm Table - Wooden Side Tables for Small Spaces for Eating and Drink (Acacia)\", \"asin\": \"B0CSBW7YXF\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"35'' High Behind Couch Table, Narrow Console Table with Outlet, Sofa Table for Entryway Hallway, Living Room, Black\", \"asin\": \"B0DP2QPDP3\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Pipishell C-Shaped Side Table, C-Table for Sofa, End Table with Metal Frame, Large Surface Couch Table for Living Room, Bedroom, and Home Office, Rustic Design, PIET11V\", \"asin\": \"B0DGLK7D9R\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Tatub 78.8\\\" Behind Couch Table with 2 Power Outlets&Led Light, Rustic Narrow Console Industrial 2Tier Skinny Entryway Sofa Table with Metal Frame for Living Room - 2 Packs\", \"asin\": \"B0DFH11STR\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Console Table, 31.5'' Narrow Long Entryway Table, 5-Tier Thin Sofa Table with Open Storage Shelves, Foyer Table for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black CTHR13101\", \"asin\": \"B0DM96YW7Q\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"70.9'' Narrow Sofa Table with Outlet, Behind Couch Table Skinny, Entryway Table with LED Strip Light, Console Table with Storage Drawer, Rustic Brown and Black CTHR182E01\", \"asin\": \"B0D59SXD2K\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"SUPERJARE 70 Inch Console Table with Outlet, Extra Long Entryway Table with Metal Frame and X-Shaped Design, Narrow Sofa Table for Living Room and Hallway - Rustic Brown\", \"asin\": \"B09JYTCH12\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.9'' Sofa Tables, 3-Tier Console Table with USB Charging Ports & Outlets & Metal Frame, Industrial Storage Shelves for Hallway Living Room Entryway Foyer Behind Couch TV Stands (Rustic)\", \"asin\": \"B0DJ7KD3PF\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Tajsoon Console Table, 2 Tier Small Entryway Table, Narrow Sofa Table for Entryway with Open Shelves, for Living Room, Hallway, Foyer, Office, Rustic Brown\", \"asin\": \"B0DP6HN6JR\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"63'' Skinny Console Table with Power Outlets, Narrow Sofa Couch Table, Long Entryway Table with Charging Station, Easy Assembly, for Living Room, Foyer, Hallway, Rustic Brown CTHR165E01Z1\", \"asin\": \"B0BTT598XB\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Console Table, Narrow Sofa Table, 43.3\\u201d Entrance Table with Power Station, Behind Couch Table, Simple Style, for Living Room, Hallway, Entryway, Foyer, Greige and Black CTHG112E01\", \"asin\": \"B0C4F7HP2Z\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Tribesigns 70.9-Inch Narrow Sofa Table, Industrial Long Sofa Table Behind Couch, Entry Console Table with Storage for Entryway, Living Room, Foyer, Unique Design, Rustic Brown\", \"asin\": \"B0CHJLG2DR\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"Vagusicc C Shaped End Table, 33\\\"Tall Side Table for Couch, Adjustable Height Sofa Table Small Couch Side Tables, Slide Under Recliner TV Tray Arm Tables with Metal Frame for Living Room,Bedroom,Brown\", \"asin\": \"B0DMVZX2GQ\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Plank+Beam Solid Wood Console Table, 66 Inch, Sofa Table, Narrow Entryway Table for Hallway, Behind The Couch, Living Room, Foyer, Easy Assembly, Pecan\", \"asin\": \"B0CTKTW4JH\", \"price\": \"$146.08\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Solid Wood Acacia Wood Couch Table,360\\u00b0 Swivel Height Adjustable C Table with Phone & Tablet Slot,TV Trays for Eating on Couch, Bedroom or Livingroom, Oblong\", \"asin\": \"B0DJ864G9M\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.8\\\" Extra Long Console Table, Industrial Sofa Table Behind Couch, Entryway Table with Metal Frame, Accent Table with Storage Shelves for Foyer Hallway Living Room, Brown and Black\", \"asin\": \"B0DSKY4717\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"VASAGLE 55.1-Inch Console Table with Outlet and Shelves, Sofa Table with Charging Station, Behind Couch Table Skinny, Entryway Table for Hallway, Living Room, Charcoal Gray and Ink Black ULNT120B22\", \"asin\": \"B0D9YDC5BN\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ZUJJAFY Tv Tray Table Adjustable Height C Shaped End Table for Couch, Swivel Side Table for Drinks, Snacks and Small Space, Acacia Wood Couch Arm Table Tray for Sofa, Bed or Chair\", \"asin\": \"B0DDH4ZJJ9\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOMBAZAAR Sofa Table,Industrial Console Table with Storage,Entryway Table with Engineered Wood and Metal,Rustic 3 Tier Shelf for Living Room,Hallway,Brown,47 Inch\", \"asin\": \"B0D46FN2K5\", \"price\": \"$104.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"C Shaped End Table, Sturdy 2 Tier C Shaped Side Table for Couch Sofa Bedside Small Space, Couch Side Table for Living Room Bedroom, Easy to Assemble, Classic Black\", \"asin\": \"B0DQDQDGHK\", \"price\": \"$22.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"TUTOTAK C Shaped End Table, Tv Tray, Small Side Table, 28.7 inch Tall Couch Table, Tray Table, Sofa Table, Living Room, Bed Room, Brown TB01BB071\", \"asin\": \"B0DG5GL3ZN\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Console Sofa Table, 44.9\\\" Entryway Table with Charging Station, Narrow Couch Table, Hallway Table, Sofa Table with USB Ports, Metal Frame, for Entrance, Living Room, Greige CTHG113E01\", \"asin\": \"B0C2V58789\", \"price\": \"$38.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"L Shaped Console Table, 70.9\\\" Long Narrow Sofa Table, Behind Couch Entryway Table with 2 Outlets and 2 USB Ports, for Living Room, Hallway, 3 Assembly Options, Rustic Brown CT07UBR\", \"asin\": \"B0D4571N2X\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"63 inch Extra Long Sofa Table, Rustic Industrial Entry Console Table, Behind Couch Table with Black Metal Frame, 3 Tier Storage Shelves for Hallway, Entryway & Living Room, Brown & Black\", \"asin\": \"B0DBL1YPFX\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Only 20 left in stock - order soon.\"},\n{\"title\": \"HOOBRO Narrow Console Table, 44.9\\\" Behind Sofa Table with Shelves, Slim Couch Table with Storage, Entryway Display Shelf, for Living Room, Foyer, Hallway, Rustic Brown and Black BF86XG01\", \"asin\": \"B0DQKJPXRY\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOMISSUE Sofa Console Table, Rustic Console Table with 3-Tier Storage, Engineered Wood Sofa Tables with Open Shelves, Heavy Duty Entryway Tables for Living Room, Hallway (47 Inch, Rustic Brown)\", \"asin\": \"B0DRJF4PVQ\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"Tribesigns Extra Long Console Table, 70.9 inch Narrow Sofa Tables with 3 Tier Wood Storage Shelves Industrial Metal Frame for Entryway Hallway Living Room Behind Couch, Rustic Brown Black\", \"asin\": \"B0BTV8YN13\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Vagusicc C Shaped End Table, Side Table for Couch, Small Couch Side Table for Small Spaces, Slide Under Sofa Tray Desk with Storage Bag for Living Room and Bedroom (Greige)\", \"asin\": \"B0DHG6LNNH\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Vagusicc C Shaped End Table, 28'' Tall Side Table for Couch, Small Couch Side Table, Tall Arm Chair Table TV Tray Tables Living Room, Slide Under Sofa Table with Metal Frame for Bedroom Small Spaces\", \"asin\": \"B0DGKZZ2RW\", \"price\": \"$33.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:09:17.991Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T20:09:17.991Z
|
click_product
|
B0DF25TNCG
|
rule
|
train
| 991 |
2025-04-10T20:09:17.991Z
|
click_product
|
B0DF25TNCG
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
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{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sofa backside table"}],
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{"title": "Kitstorack 2-Pack Rustic Brown Narrow Console Table Behind Sofa Couch, Design with Adjustable Height (25\"-33\") & Built-in Power Outlets, Includes 6.5' Power Cord - 5.9\" D x 79\" L", "asin": "B0DGT8QGBJ", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "2 Pack Narrow Sofa Table with Charging Station, 39.4\" L x 5.9\" W x 29\" H, Skinny Console Table, Long Entryway Hallway Couch Table with Power Outlets, Rustic Brown CTHR151E01S2", "asin": "B0BYSQ1JNL", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "70 in Skinny Sofa Table Behind Couch\uff0cConsole Table with Oulets & USB Ports for Hallway, Entryway,Living Room, Bedroom, Rustic Brown", "asin": "B0C26WV9GW", "price": "$59.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Kitstorack 2-Pack Rustic Brown Narrow Console Table Behind Sofa Couch, Design with Adjustable Height (25\"-33\") & Built-in Power Outlets, Includes 6.5' Power Cord - 5.9\" D x 79\" L", "asin": "B0DGT8QGBJ", "price": "$99.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"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, Hallway, Rusitc Brown", "asin": "B0D83DDQ96", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ELYKEN 2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, Total 78.8\u201d Long Behind Couch Table with Charge Station and 5.9\u2019 Extension Cord for Living Room, 5.9\"D x 78.8\u201dW x 29.5\u201dH, Rustic Brown", "asin": "B0DQ46PBZR", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "HOOBRO 5.9\" Skinny Console Table with Charging Station, 70.9\" Narrow Sofa Table with Power Outlets, Long Behind Couch Table, Slim Entryway Table for Hallway, Living Room, Rustic Brown BF185UXG01", "asin": "B0BFHG23Y2", "price": "$59.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "UNEEDE 2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets,39.4\" L x 5.9\" W x 31.3\" H,Behind Couch Table with 6.5ft Extension Cord,Narrow Entryway Table,for Living Room,Rustic Brown", "asin": "B0DJM53QFR", "price": "$74.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ELYKEN 2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, 5.9\" D x 39.4\" W x 31.1\" H Long Couch Table with Metal Frame and Charge Station with 6.5\u2019 Extension Cord, Rustic Brown", "asin": "B0B1MTC2GD", "price": "$72.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "FLEXISPOT Adjustable C Table with Wheels, Mobile Snack Side End Table Sofa Couch Bedside Table Laptop Rolling Cart TV Tray Night Stand Small Space Side Table,Black", "asin": "B0D8P3L6DF", "price": "$83.99", "delivery": "FREE delivery Apr 15 - 17"},
{"title": "SUPERJARE 70 Inch Console Table with Outlet, Extra Long Entryway Table with Metal Frame and X-Shaped Design, Narrow Sofa Table for Living Room and Hallway - Rustic Brown", "asin": "B09JYTCH12", "price": "$79.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"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": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "70.9\" Console Table with Power Outlets, Sofa Tables Narrow Long, Industrial Behind Couch Table, for Hallway, Entryway, Living Room, Rustic Brown and Black CT185UBR", "asin": "B0D1G7M1WN", "price": "$55.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "SUPERJARE 5.9 Inch Narrow Console Table with Outlet, Sofa Table Set of 2, Total Length 78'', Behind Couch Table, Long Entryway Tables with Charging Station, for Living Room, Rusitc Brown", "asin": "B0DR8K9CFY", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "70\" Narrow Console Sofa Table - 2 Power Outlets & 2 USB Ports, Metal Frame, Rustic Brown, Perfect for Hallway, Office, and Behind Sofa - Easy Assembly, 4.9\" Extension Cord Included", "asin": "B0D1RFBD83", "price": "$65.49", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "SUPERJARE Console Table with Outlet, 63 Inch Sofa Table with Charging Station, Narrow Entryway Table, Skinny Hallway Table, Behind Couch Table, for Living Room, Plants - Rustic Brown", "asin": "B0B5TKL62Q", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "2 Pack Narrow Console Sofa Table with Charging Station, Skinny Behind Couch Table, 39.4\"L x 5.9\"W x 31.5\"H, Long Entryway Tables for Living Room, Hallway, Foyer, Rusitc Brown CTHR968E01S2", "asin": "B0DR8FTK6B", "price": "$59.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "SUPERJARE 5.9 Inch Narrow Console Table with Outlet, Sofa Table Set of 2, Total Length 78'', Behind Couch Table, Long Entryway Tables with Charging Station, for Living Room, Rusitc Brown", "asin": "B0DR8K9CFY", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Kitstorack TV Tray Table, Adjustable Height & 90\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces", "asin": "B0DGPJZNQ3", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"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, Hallway, Rusitc Brown", "asin": "B0D83DDQ96", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "ELYKEN 2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, 5.9\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\u2019 Extension Cord, White Oak", "asin": "B0BZ43KCZH", "price": "$86.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "78.7'' Narrow Console Table with Power Outlet 7.1\" Skinny Sofa Table, Long Behind Couch Table with Charging Station, Entryway Table for Hallway, Living Room Rustic Brown and Black TXG20UBF", "asin": "B0D2NW5C7H", "price": "$64.79", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "keomaisyto Sofa Table with Light, Skinny Console Table, 46.1\" L x 5.9\" W x 31.1\" H Behind Couch Table with 3 Color Temperatures Led Bulb & Foot Button for Living Room, Bedroom, Entryway, Hallway", "asin": "B0DKJKDCMJ", "price": "$56.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "47.2'' Skinny Console Table with Charging Station and Storage, Narrow Sofa Table with Power Outlets and USB Ports, Behind Couch Table, for Living Room, Foyer, Entryway, Hallway, Rustic Brown", "asin": "B0DQGR4DXG", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Console Table with Power Outlet, 70.9\" Narrow Sofa Table, Industrial Entryway Table with USB Ports, Behind Couch for Entryway, Hallway, Foyer, Living Room, Rustic Brown CTHR18E01Z1", "asin": "B0BTPNS2VJ", "price": "$52.19", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ELYKEN 2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, Total 78.8\u201d Long Behind Couch Table with Charge Station and 5.9\u2019 Extension Cord for Living Room, 5.9\" D x 78.8\u201dW x 29.5\u201dH, Black", "asin": "B0DQ49S4MW", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Side Table Sofa Tray for Couch Heavy Metal Base Swivel/Adjustable Height, Sofa Bed Bathroom Study TV Tray C Shaped End Table Food Snack Trays for Eating", "asin": "B0DHFYP68S", "price": "$38.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "47'' Skinny Console Table with Charging Station and LED Light, Narrow Sofa Table with Power Outlets and Type C & USB Port, Behind Couch Table, for Living Room, Entryway, Hallway, Black", "asin": "B0DQGW4C7Z", "price": "$45.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Couch Arm Tray,Bamboo Sofa Tray Table Clip on Side Table,Foldable Couch Armrest Table with 360\u00b0 Phone Holder,Couch Tray for Eating/Drinks/Snacks/Remote/Control", "asin": "B09LLZ1R32", "price": "$31.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Elbourn Folding Side Table End Couch Tables,Metal Frame C-Shaped TV Stand for Sofa Living Bedroom Bedside Coffee Small Spaces(Vintage Wood Color)", "asin": "B0D93ZZBDK", "price": "$36.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Tohomeor 5.9\" Skinny Behind Sofa Console Table with Charging Station 47.2\" Narrow Long Behind Couch Table with Power Outlets USB Ports Thin Entry Table for Entryway Living Room Hallway Retro Grey", "asin": "B0C6MJZWXG", "price": "$49.89", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "2 Pack Narrow Sofa Table with Charging Station, 39.4\" L x 5.9\" W x 29\" H, Skinny Console Table, Long Entryway Hallway Couch Table with Power Outlets, Rustic Brown CTHR151E01S2", "asin": "B0BYSQ1JNL", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "HOLANA Acacia Wood Sofa Armrest Tray - 13.75 x 9.5in Double Hinge Sofa Arm Tray Table Clip - Couch Arm Table - Wooden Side Tables for Small Spaces for Eating and Drink (Acacia)", "asin": "B0CSBW7YXF", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "35'' High Behind Couch Table, Narrow Console Table with Outlet, Sofa Table for Entryway Hallway, Living Room, Black", "asin": "B0DP2QPDP3", "price": "$57.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "Pipishell C-Shaped Side Table, C-Table for Sofa, End Table with Metal Frame, Large Surface Couch Table for Living Room, Bedroom, and Home Office, Rustic Design, PIET11V", "asin": "B0DGLK7D9R", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Tatub 78.8\" Behind Couch Table with 2 Power Outlets&Led Light, Rustic Narrow Console Industrial 2Tier Skinny Entryway Sofa Table with Metal Frame for Living Room - 2 Packs", "asin": "B0DFH11STR", "price": "$89.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Console Table, 31.5'' Narrow Long Entryway Table, 5-Tier Thin Sofa Table with Open Storage Shelves, Foyer Table for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black CTHR13101", "asin": "B0DM96YW7Q", "price": "$45.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "70.9'' Narrow Sofa Table with Outlet, Behind Couch Table Skinny, Entryway Table with LED Strip Light, Console Table with Storage Drawer, Rustic Brown and Black CTHR182E01", "asin": "B0D59SXD2K", "price": "$49.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "SUPERJARE 70 Inch Console Table with Outlet, Extra Long Entryway Table with Metal Frame and X-Shaped Design, Narrow Sofa Table for Living Room and Hallway - Rustic Brown", "asin": "B09JYTCH12", "price": "$79.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "70.9'' Sofa Tables, 3-Tier Console Table with USB Charging Ports & Outlets & Metal Frame, Industrial Storage Shelves for Hallway Living Room Entryway Foyer Behind Couch TV Stands (Rustic)", "asin": "B0DJ7KD3PF", "price": "$139.99", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Tajsoon Console Table, 2 Tier Small Entryway Table, Narrow Sofa Table for Entryway with Open Shelves, for Living Room, Hallway, Foyer, Office, Rustic Brown", "asin": "B0DP6HN6JR", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "63'' Skinny Console Table with Power Outlets, Narrow Sofa Couch Table, Long Entryway Table with Charging Station, Easy Assembly, for Living Room, Foyer, Hallway, Rustic Brown CTHR165E01Z1", "asin": "B0BTT598XB", "price": "$53.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Console Table, Narrow Sofa Table, 43.3\u201d Entrance Table with Power Station, Behind Couch Table, Simple Style, for Living Room, Hallway, Entryway, Foyer, Greige and Black CTHG112E01", "asin": "B0C4F7HP2Z", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Tribesigns 70.9-Inch Narrow Sofa Table, Industrial Long Sofa Table Behind Couch, Entry Console Table with Storage for Entryway, Living Room, Foyer, Unique Design, Rustic Brown", "asin": "B0CHJLG2DR", "price": "$169.99", "delivery": "FREE delivery Apr 16 - 21"},
{"title": "Vagusicc C Shaped End Table, 33\"Tall Side Table for Couch, Adjustable Height Sofa Table Small Couch Side Tables, Slide Under Recliner TV Tray Arm Tables with Metal Frame for Living Room,Bedroom,Brown", "asin": "B0DMVZX2GQ", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Plank+Beam Solid Wood Console Table, 66 Inch, Sofa Table, Narrow Entryway Table for Hallway, Behind The Couch, Living Room, Foyer, Easy Assembly, Pecan", "asin": "B0CTKTW4JH", "price": "$146.08", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "Solid Wood Acacia Wood Couch Table,360\u00b0 Swivel Height Adjustable C Table with Phone & Tablet Slot,TV Trays for Eating on Couch, Bedroom or Livingroom, Oblong", "asin": "B0DJ864G9M", "price": "$49.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "70.8\" Extra Long Console Table, Industrial Sofa Table Behind Couch, Entryway Table with Metal Frame, Accent Table with Storage Shelves for Foyer Hallway Living Room, Brown and Black", "asin": "B0DSKY4717", "price": "$149.99", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "VASAGLE 55.1-Inch Console Table with Outlet and Shelves, Sofa Table with Charging Station, Behind Couch Table Skinny, Entryway Table for Hallway, Living Room, Charcoal Gray and Ink Black ULNT120B22", "asin": "B0D9YDC5BN", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ZUJJAFY Tv Tray Table Adjustable Height C Shaped End Table for Couch, Swivel Side Table for Drinks, Snacks and Small Space, Acacia Wood Couch Arm Table Tray for Sofa, Bed or Chair", "asin": "B0DDH4ZJJ9", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "HOMBAZAAR Sofa Table,Industrial Console Table with Storage,Entryway Table with Engineered Wood and Metal,Rustic 3 Tier Shelf for Living Room,Hallway,Brown,47 Inch", "asin": "B0D46FN2K5", "price": "$104.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "C Shaped End Table, Sturdy 2 Tier C Shaped Side Table for Couch Sofa Bedside Small Space, Couch Side Table for Living Room Bedroom, Easy to Assemble, Classic Black", "asin": "B0DQDQDGHK", "price": "$22.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "TUTOTAK C Shaped End Table, Tv Tray, Small Side Table, 28.7 inch Tall Couch Table, Tray Table, Sofa Table, Living Room, Bed Room, Brown TB01BB071", "asin": "B0DG5GL3ZN", "price": "$20.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "Console Sofa Table, 44.9\" Entryway Table with Charging Station, Narrow Couch Table, Hallway Table, Sofa Table with USB Ports, Metal Frame, for Entrance, Living Room, Greige CTHG113E01", "asin": "B0C2V58789", "price": "$38.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "L Shaped Console Table, 70.9\" Long Narrow Sofa Table, Behind Couch Entryway Table with 2 Outlets and 2 USB Ports, for Living Room, Hallway, 3 Assembly Options, Rustic Brown CT07UBR", "asin": "B0D4571N2X", "price": "$59.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "63 inch Extra Long Sofa Table, Rustic Industrial Entry Console Table, Behind Couch Table with Black Metal Frame, 3 Tier Storage Shelves for Hallway, Entryway & Living Room, Brown & Black", "asin": "B0DBL1YPFX", "price": "$149.99", "delivery": "FREE delivery Fri, Apr 18 Only 20 left in stock - order soon."},
{"title": "HOOBRO Narrow Console Table, 44.9\" Behind Sofa Table with Shelves, Slim Couch Table with Storage, Entryway Display Shelf, for Living Room, Foyer, Hallway, Rustic Brown and Black BF86XG01", "asin": "B0DQKJPXRY", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "HOMISSUE Sofa Console Table, Rustic Console Table with 3-Tier Storage, Engineered Wood Sofa Tables with Open Shelves, Heavy Duty Entryway Tables for Living Room, Hallway (47 Inch, Rustic Brown)", "asin": "B0DRJF4PVQ", "price": "$109.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "Tribesigns Extra Long Console Table, 70.9 inch Narrow Sofa Tables with 3 Tier Wood Storage Shelves Industrial Metal Frame for Entryway Hallway Living Room Behind Couch, Rustic Brown Black", "asin": "B0BTV8YN13", "price": "$199.99", "delivery": "FREE delivery Apr 15 - 18"},
{"title": "Vagusicc C Shaped End Table, Side Table for Couch, Small Couch Side Table for Small Spaces, Slide Under Sofa Tray Desk with Storage Bag for Living Room and Bedroom (Greige)", "asin": "B0DHG6LNNH", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Vagusicc C Shaped End Table, 28'' Tall Side Table for Couch, Small Couch Side Table, Tall Arm Chair Table TV Tray Tables Living Room, Slide Under Sofa Table with Metal Frame for Bedroom Small Spaces", "asin": "B0DGKZZ2RW", "price": "$33.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T20:09:17.991Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:09:17.991Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DF25TNCG\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T20:09:17.991Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DF25TNCG\",}</answer>",
"index": 991,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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\": 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\"$49.89\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"2 Pack Narrow Sofa Table with Charging Station, 39.4\\\" L x 5.9\\\" W x 29\\\" H, Skinny Console Table, Long Entryway Hallway Couch Table with Power Outlets, Rustic Brown CTHR151E01S2\", \"asin\": \"B0BYSQ1JNL\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOLANA Acacia Wood Sofa Armrest Tray - 13.75 x 9.5in Double Hinge Sofa Arm Tray Table Clip - Couch Arm Table - Wooden Side Tables for Small Spaces for Eating and Drink (Acacia)\", \"asin\": \"B0CSBW7YXF\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"35'' High Behind Couch Table, Narrow Console Table with Outlet, Sofa Table for Entryway Hallway, Living Room, Black\", \"asin\": \"B0DP2QPDP3\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Pipishell C-Shaped Side Table, C-Table for Sofa, End Table with Metal 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11\"},\n{\"title\": \"63'' Skinny Console Table with Power Outlets, Narrow Sofa Couch Table, Long Entryway Table with Charging Station, Easy Assembly, for Living Room, Foyer, Hallway, Rustic Brown CTHR165E01Z1\", \"asin\": \"B0BTT598XB\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Console Table, Narrow Sofa Table, 43.3\\u201d Entrance Table with Power Station, Behind Couch Table, Simple Style, for Living Room, Hallway, Entryway, Foyer, Greige and Black CTHG112E01\", \"asin\": \"B0C4F7HP2Z\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Tribesigns 70.9-Inch Narrow Sofa Table, Industrial Long Sofa Table Behind Couch, Entry Console Table with Storage for Entryway, Living Room, Foyer, Unique Design, Rustic Brown\", \"asin\": \"B0CHJLG2DR\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n{\"title\": \"Vagusicc C Shaped End Table, 33\\\"Tall Side Table for Couch, Adjustable Height Sofa Table Small Couch Side Tables, Slide Under Recliner TV Tray Arm Tables with Metal Frame for Living Room,Bedroom,Brown\", \"asin\": \"B0DMVZX2GQ\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Plank+Beam Solid Wood Console Table, 66 Inch, Sofa Table, Narrow Entryway Table for Hallway, Behind The Couch, Living Room, Foyer, Easy Assembly, Pecan\", \"asin\": \"B0CTKTW4JH\", \"price\": \"$146.08\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Solid Wood Acacia Wood Couch Table,360\\u00b0 Swivel Height Adjustable C Table with Phone & Tablet Slot,TV Trays for Eating on Couch, Bedroom or Livingroom, Oblong\", \"asin\": \"B0DJ864G9M\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.8\\\" Extra Long Console Table, Industrial Sofa Table Behind Couch, Entryway Table with Metal Frame, Accent Table with Storage Shelves for Foyer Hallway Living Room, Brown and Black\", \"asin\": \"B0DSKY4717\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"VASAGLE 55.1-Inch Console Table with Outlet and Shelves, Sofa Table with Charging Station, Behind Couch Table Skinny, Entryway Table for Hallway, Living Room, Charcoal Gray and Ink Black ULNT120B22\", \"asin\": \"B0D9YDC5BN\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ZUJJAFY Tv Tray Table Adjustable Height C Shaped End Table for Couch, Swivel Side Table for Drinks, Snacks and Small Space, Acacia Wood Couch Arm Table Tray for Sofa, Bed or Chair\", \"asin\": \"B0DDH4ZJJ9\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOMBAZAAR Sofa Table,Industrial Console Table with Storage,Entryway Table with Engineered Wood and Metal,Rustic 3 Tier Shelf for Living Room,Hallway,Brown,47 Inch\", \"asin\": \"B0D46FN2K5\", \"price\": \"$104.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"C Shaped End Table, Sturdy 2 Tier C Shaped Side Table for Couch Sofa Bedside Small Space, Couch Side Table for Living Room Bedroom, Easy to Assemble, Classic Black\", \"asin\": \"B0DQDQDGHK\", \"price\": \"$22.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"TUTOTAK C Shaped End Table, Tv Tray, Small Side Table, 28.7 inch Tall Couch Table, Tray Table, Sofa Table, Living Room, Bed Room, Brown TB01BB071\", \"asin\": \"B0DG5GL3ZN\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Console Sofa Table, 44.9\\\" Entryway Table with Charging Station, Narrow Couch Table, Hallway Table, Sofa Table with USB Ports, Metal Frame, for Entrance, Living Room, Greige CTHG113E01\", \"asin\": \"B0C2V58789\", \"price\": \"$38.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"L Shaped Console Table, 70.9\\\" Long Narrow Sofa Table, Behind Couch Entryway Table with 2 Outlets and 2 USB Ports, for Living Room, Hallway, 3 Assembly Options, Rustic Brown CT07UBR\", \"asin\": \"B0D4571N2X\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"63 inch Extra Long Sofa Table, Rustic Industrial Entry Console Table, Behind Couch Table with Black Metal Frame, 3 Tier Storage Shelves for Hallway, Entryway & Living Room, Brown & Black\", \"asin\": \"B0DBL1YPFX\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Only 20 left in stock - order soon.\"},\n{\"title\": \"HOOBRO Narrow Console Table, 44.9\\\" Behind Sofa Table with Shelves, Slim Couch Table with Storage, Entryway Display Shelf, for Living Room, Foyer, Hallway, Rustic Brown and Black BF86XG01\", \"asin\": \"B0DQKJPXRY\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"HOMISSUE Sofa Console Table, Rustic Console Table with 3-Tier Storage, Engineered Wood Sofa Tables with Open Shelves, Heavy Duty Entryway Tables for Living Room, Hallway (47 Inch, Rustic Brown)\", \"asin\": \"B0DRJF4PVQ\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"Tribesigns Extra Long Console Table, 70.9 inch Narrow Sofa Tables with 3 Tier Wood Storage Shelves Industrial Metal Frame for Entryway Hallway Living Room Behind Couch, Rustic Brown Black\", \"asin\": \"B0BTV8YN13\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"},\n{\"title\": \"Vagusicc C Shaped End Table, Side Table for Couch, Small Couch Side Table for Small Spaces, Slide Under Sofa Tray Desk with Storage Bag for Living Room and Bedroom (Greige)\", \"asin\": \"B0DHG6LNNH\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Vagusicc C Shaped End Table, 28'' Tall Side Table for Couch, Small Couch Side Table, Tall Arm Chair Table TV Tray Tables Living Room, Slide Under Sofa Table with Metal Frame for Bedroom Small Spaces\", \"asin\": \"B0DGKZZ2RW\", \"price\": \"$33.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:09:17.991Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sofa backside table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0DF25TNCG\"},\n{\"title\": \"94.4\\\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown\"},\n{\"price\": \"$99.99\"},\n{\"bullet_list\": \"Intelligent and compact design: Our Console Sofa Table is the perfect solution for utilizing narrow gaps behind couches. With dimensions of 94.4\\\" L x 5.9\\\" W x 31.8\\\", this slim table effortlessly nestles into smaller spaces, allowing for adequate distance for wall vents while providing ample storage space for your cherished showpieces. Convenient power outlets: Say goodbye to reaching behind your sofa to charge your devices. Our narrow sofa table comes equipped with 2 standard 120VAC outlets, 2 USB ports, and a 6.5 feet long power cord. Now you can easily charge your laptop or mobile phone right from the comfort of your couch. Unmatched stability: We understand the importance of a sturdy furniture piece. That's why our console table features a sturdy metal frame and 4 adjustable feet pegs to prevent any wobbling. Additionally, it includes an anti-tipping strap and expansion screw for double stability, ensuring your safety and peace of mind. Versatile and timeless design: Our all-match design makes this rectangular couch table suitable for various decoration styles. The sleek wooden tabletop seamlessly integrates with the metal table structure, making it a perfect addition to apartments, dorm rooms, living rooms, and more. Its classic design will never go out of style. Easy to Assembly: We know your time is valuable, which is why we've made the assembly process as easy as possible. The behind couch table is assembled using the top board and metal support rods secured by screws. All necessary tools, including a hexagonal wrench and screws, are included in the package. Simply follow the installation guide and tighten the screws for a quick and effortless setup.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"2 Pack\"},\n{\"Color\": \"Rustic Brown\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:15:15.031Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T20:15:15.031Z
|
purchase
|
B0DF25TNCG
|
rule
|
train
| 992 |
2025-04-10T20:15:15.031Z
|
purchase
|
B0DF25TNCG
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"}
{"timestamp": "2025-04-06T18:56:22.294Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"}
{"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sofa backside table"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.74", "quantity": "1"},
{"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"},
{"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"},
{"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": "B0DF25TNCG"},
{"title": "94.4\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown"},
{"price": "$99.99"},
{"bullet_list": "Intelligent and compact design: Our Console Sofa Table is the perfect solution for utilizing narrow gaps behind couches. With dimensions of 94.4\" L x 5.9\" W x 31.8\", this slim table effortlessly nestles into smaller spaces, allowing for adequate distance for wall vents while providing ample storage space for your cherished showpieces. Convenient power outlets: Say goodbye to reaching behind your sofa to charge your devices. Our narrow sofa table comes equipped with 2 standard 120VAC outlets, 2 USB ports, and a 6.5 feet long power cord. Now you can easily charge your laptop or mobile phone right from the comfort of your couch. Unmatched stability: We understand the importance of a sturdy furniture piece. That's why our console table features a sturdy metal frame and 4 adjustable feet pegs to prevent any wobbling. Additionally, it includes an anti-tipping strap and expansion screw for double stability, ensuring your safety and peace of mind. Versatile and timeless design: Our all-match design makes this rectangular couch table suitable for various decoration styles. The sleek wooden tabletop seamlessly integrates with the metal table structure, making it a perfect addition to apartments, dorm rooms, living rooms, and more. Its classic design will never go out of style. Easy to Assembly: We know your time is valuable, which is why we've made the assembly process as easy as possible. The behind couch table is assembled using the top board and metal support rods secured by screws. All necessary tools, including a hexagonal wrench and screws, are included in the package. Simply follow the installation guide and tighten the screws for a quick and effortless setup."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "2 Pack"},
{"Color": "Rustic Brown"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T20:15:15.031Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:15:15.031Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DF25TNCG\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T20:15:15.031Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DF25TNCG\",}</answer>",
"index": 992,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:22.294Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sofa backside table\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"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\"product_details\": [{\"asin\": \"B0DF25TNCG\"},\n{\"title\": \"94.4\\\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown\"},\n{\"price\": \"$99.99\"},\n{\"bullet_list\": \"Intelligent and compact design: Our Console Sofa Table is the perfect solution for utilizing narrow gaps behind couches. With dimensions of 94.4\\\" L x 5.9\\\" W x 31.8\\\", this slim table effortlessly nestles into smaller spaces, allowing for adequate distance for wall vents while providing ample storage space for your cherished showpieces. Convenient power outlets: Say goodbye to reaching behind your sofa to charge your devices. Our narrow sofa table comes equipped with 2 standard 120VAC outlets, 2 USB ports, and a 6.5 feet long power cord. Now you can easily charge your laptop or mobile phone right from the comfort of your couch. Unmatched stability: We understand the importance of a sturdy furniture piece. That's why our console table features a sturdy metal frame and 4 adjustable feet pegs to prevent any wobbling. Additionally, it includes an anti-tipping strap and expansion screw for double stability, ensuring your safety and peace of mind. Versatile and timeless design: Our all-match design makes this rectangular couch table suitable for various decoration styles. The sleek wooden tabletop seamlessly integrates with the metal table structure, making it a perfect addition to apartments, dorm rooms, living rooms, and more. Its classic design will never go out of style. Easy to Assembly: We know your time is valuable, which is why we've made the assembly process as easy as possible. The behind couch table is assembled using the top board and metal support rods secured by screws. All necessary tools, including a hexagonal wrench and screws, are included in the package. Simply follow the installation guide and tighten the screws for a quick and effortless setup.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"2 Pack\"},\n{\"Color\": \"Rustic Brown\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:15:15.031Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"2025-04-11T03:55:26.969Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T03:55:26.969Z
|
input
|
table
|
rule
|
train
| 993 |
2025-04-11T03:55:26.969Z
|
input
|
table
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (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|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "2025-04-11T03:55:26.969Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T03:55:26.969Z\",\"action\": \"input\",\"acion_argument\": \"table\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T03:55:26.969Z\",\"action\": \"input\",\"acion_argument\": \"table\",}</answer>",
"index": 993,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"2025-04-11T03:55:26.969Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"table\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:55:27.181Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T03:55:27.181Z
|
click
|
search
|
rule
|
train
| 994 |
2025-04-11T03:55:27.181Z
|
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"}
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "table"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T03:55:27.181Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T03:55:27.181Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T03:55:27.181Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 994,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"table\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:55:27.181Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"table\"}],\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\": \"$21.08\", \"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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48 Inch Office Writing Desk for Home, Student Study Desk with Storage Bag, Headphone Hook & Power Outlets, Modern Simple Table for Bedroom, Black\", \"asin\": \"B0DT9LFS9R\", \"price\": \"$49.98\", \"quantity\": \"\"},\n{\"title\": \"MFSTUDIO Expandable Outdoor Patio Dining Table, Rectangle Metal Patio Table for 6 to 8 Persons, Black Backyard Deck Garden Table\", \"asin\": \"B0DHCSTN8N\", \"price\": \"$451.99\", \"quantity\": \"\"},\n{\"title\": \"FLEXISPOT EN1 Whole-Piece Standing Desk 60\\\"x24\\\" Height Adjustable Desk, Electric Sit Stand Desk Home Office Table Standing Desk (Black Frame + Maple Top, 2 Packages)\", \"asin\": \"B08M94BNPF\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"NSdirect Modern Computer Desk 63 Inch Large Office Desk, Writing Study Table for Home Office Desk Workstation Wide Metal Sturdy Frame Thicker Steel Legs, White\", \"asin\": \"B085PVV9RH\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Need Folding Desk, 54 inch Large Computer Desk for Home Office, No Install Needed Study Student Writing Table Desk Workstation, White\", \"asin\": \"B0D6YMDGDG\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"Need 63 Inch Large Computer Desk - Modern Simple Style Home Office Gaming Desk, Basic Writing Table for Study Student, Black Metal Frame, Rustic Brown\", \"asin\": \"B0912D2C95\", \"price\": \"$119.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Conference Table\", \"asin\": \"B0D5R3N2ZM\"},\n{\"title\": \"Executive Desk\", \"asin\": \"B0D5R3QZJK\"},\n{\"title\": \"Reception Desk\", \"asin\": \"B0D5R4KMTL\"}],\n\"search_results\": [{\"title\": \"2 Pack Narrow Sofa Table with Charging Station, 39.4\\\" L x 5.9\\\" W x 29\\\" H, Skinny Console Table, Long Entryway Hallway Couch Table with Power Outlets, Rustic Brown CTHR151E01S2\", \"asin\": \"B0BYSQ1JNL\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ErGear Height Adjustable Electric Standing Desk, 55 x 28 Inches Sit Stand up Desk, Memory Computer Home Office Desk (Vintage Brown)\", \"asin\": \"B0B421WC7Q\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Mon, Apr 21 for Prime members Only 4 left in stock - order soon.\"},\n{\"title\": \"78\\\" Narrow Console Sofa Table - 2 Power Outlets & 2 USB Ports, Metal Frame, Rustic Brown, Perfect for Hallway, Office, and Behind Sofa - Easy Assembly, 4.9\\\" Extension Cord Included\", \"asin\": \"B0D1RF2XZX\", \"price\": \"$73.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"FLEXISPOT EN1 Whole-Piece Standing Desk 60\\\"x24\\\" Height Adjustable Desk, Electric Sit Stand Desk Home Office Table Standing Desk (Black Frame + Maple Top, 2 Packages)\", \"asin\": \"B08M94BNPF\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\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, Hallway, Rusitc Brown\", \"asin\": \"B0D83DDQ96\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"PayLessHere Folding Tables Plastic 6ft Half Portable Foldable Table for for Parties Wedding BBQ Camping, White 6 FT\", \"asin\": \"B0CW1QNTB7\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"ODK 48 Inches Computer Desk for Home Office, Office Table for Small Spaces, Writing Desk with Headphone Hooks, Black\", \"asin\": \"B0DXTG47TB\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"Sweetcrispy Computer Desk - 32 Inch Small Office Writing Work Study Kids Student Teacher Home Bedroom Table Storage Bag Headphone Hooks & no Wheels - White\", \"asin\": \"B0CGZVJVSN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding\", \"asin\": \"B0D8K66FZJ\", \"price\": \"$57.50\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Folding Table 4 Foot Portable Heavy Duty Plastic Fold-in-Half Utility Table Small Indoor Outdoor Adjustable Height Folding with Carrying Handle, Camping and Party,White\", \"asin\": \"B0BPH7DLNZ\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ZINUS Jennifer 55 Inch White Frame Desk, Computer Workstation, Office Desk, Dining Table, Easy Assembly, Natural\", \"asin\": \"B075F9KTQW\", \"price\": \"$97.80\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tohomeor Skinny 5.9\\\" Console Table 47.24\\\" Narrow Long Sofa Table with Power Outlets USB Ports Industrial Wooden Entry Table for Entryway Living Room Hallway (L-94.4xW-5.91, Charcoal)\", \"asin\": \"B0CG1G4J3H\", \"price\": \"$99.89\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"IBUYKE 2 Pack Console Table Narrow Long Sofa Table with Power Outlets USB Ports,Industrial Wooden Entry Table with Charge Station with Extension Cord,for Entryway Living Room Hallway Brown,TMJ061H-2\", \"asin\": \"B0C33W1J53\", \"price\": \"$81.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"63 Inch Sofa Table\\uff0cNarrow Console Table with Power Outlet\\uff0cSlim Entryway Table for Living Room,Hallway,Bedroom - Rustic Brown\\u2026\", \"asin\": \"B0CXTC39QM\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ELYKEN 2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\\u2019 Extension Cord, White Oak\", \"asin\": \"B0BZ43KCZH\", \"price\": \"$86.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)\", \"asin\": \"B0CLRLGY4N\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"COSCO Molded Folding Banquet Table w/Handle, 6ft, Black\", \"asin\": \"B00DOZTM3O\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"SUPERJARE Nightstand with Charging Station, Bed Side Table with Adjustable Fabric Drawer, Night Stand for Bedroom, 3-Tier Storage End Table, for Living Room, Rustic Brown and Black\", \"asin\": \"B0BDFRN629\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Casaottima 32 Inch Small Computer Desk for Home Office, Study Writing Table for Small Spaces, Simple Modern Desk with Headphone Hooks, Pure White\", \"asin\": \"B0DWF5BQCV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"IRONCK Console Table with Power Outlet, Long Sofa Table with Shelves and X-Shaped Design, Narrow Sofa Entryway Behind Couch Table for Living Room and Hallway, Vintage Brown\", \"asin\": \"B0CRT2XDM2\", \"price\": \"$89.71\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"ELYKEN 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx63 Wx31.5 H Long Skinny Behind Couch Table with \\u201cX\\u201d Cross Metal Frame Charge Station with 6.5\\u2019 Extension Cord, Rustic Brown\", \"asin\": \"B0BX8JD4SW\", \"price\": \"$58.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"L Shaped Desk, office desk 66inch Corner Computer Desk with File Drawer, Gaming Table with Led Lights, Workstation with Monitor Shelf, Printer Storage Shelves, Two Person Table, Rustic Brown\", \"asin\": \"B0DPW46S3R\", \"price\": \"$139.99\", \"delivery\": \"$19.99 delivery Fri, Apr 18\"},\n{\"title\": \"Masupu 70.9\\\" Console Table, Modern Narrow Long Sofa Table Behind Couch, Skinny Entry Table, Industrial Sofa Table with Metal Frame for Hallway, Living Room, Classic Black\\u2026\", \"asin\": \"B0BX5HP1F1\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"HOOBRO Narrow Console Table, 29.5\\\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01\", \"asin\": \"B09NL1RH4D\", \"price\": \"$33.43\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Lifetime Fold-in-Half Adjustable Folding Table, 4 Foot\", \"asin\": \"B003YJPC2A\", \"price\": \"$44.98\", \"delivery\": \"FREE delivery for Prime members\"},\n{\"title\": \"Pamray 32 Inch Computer Desk for Small Spaces with Storage Bag, Home Office Work Desk with Headphone Hook, Small Office Desk Study Writing Table\", \"asin\": \"B0C4H1C4Z1\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Furinno Classic Homey Square Parsons Side End Table, 1-Pack, Black\", \"asin\": \"B0CBNHYKF7\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"SUPERJARE Long Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch\", \"asin\": \"B0BMFDVSCH\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.9\\\" Console Table with Power Outlets, Sofa Tables Narrow Long, Industrial Behind Couch Table, for Hallway, Entryway, Living Room, Rustic Brown and Black CT185UBR\", \"asin\": \"B0D1G7M1WN\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"DUMOS 32 Inch Office Small Computer Desk Modern Simple Style Writing Study Work Table for Home Bedroom - Wood Brown\", \"asin\": \"B0DQKT5826\", \"price\": \"$26.92\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space\", \"asin\": \"B0B93L5WPW\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Huuger Modern Simple Office Desk - 55 Inch, Gaming & Work Desk with Storage, Large Legroom, Metal Frame, Rustic Brown\", \"asin\": \"B0CS3K9CWC\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Furinno Just 3-Tier Turn-N-Tube End Table / Side Table / Night Stand / Bedside Table with Plastic Poles, 1-Pack, Columbia Walnut/Black\", \"asin\": \"B07FKX3H1H\", \"price\": \"$18.19\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO Computer Desk, Home Office Desk with Power Outlet, Modern Study Writing Desk with 3 Hooks for Study Room, Home Office, Sturdy and Stable, Easy to Assemble, Charcoal Gray and Black BC41UDN01\", \"asin\": \"B0CBX3Q6FQ\", \"price\": \"$61.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Best Choice Products 4ft Plastic Folding Table, Indoor Outdoor Heavy Duty Portable w/Handle, Lock for Picnic, Party, Camping - Black\", \"asin\": \"B0CJL65PLM\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown\", \"asin\": \"B0CHDKQFJ8\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO End Table, 3-Tier Narrow Side Table, Nightstand with 2 Flat or Slant Adjustable Shelves for Small Spaces, Hallway, Living Room, Bedroom, Sturdy, Easy Assembly, Rustic Brown and Black BF23BZ01G1\", \"asin\": \"B086KWJXLC\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)\", \"asin\": \"B07DRGZMHQ\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"FURINNO Turn-N-Tube Haydn End Table, 1-Pack, Walnut/Brown\", \"asin\": \"B07G24DQMP\", \"price\": \"$29.77\", \"delivery\": \"FREE delivery Sun, Apr 13 Only 8 left in stock (more on the way).\"},\n{\"title\": \"Vaunn Medical Adjustable Overbed Bedside Table With Wheels (Hospital and Home Use)\", \"asin\": \"B00QMNTMXA\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Kitstorack TV Tray Table, Adjustable Height & 90\\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces\", \"asin\": \"B0DGPJZNQ3\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame\", \"asin\": \"B00OYJCM0O\", \"price\": \"$87.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Iceberg Small Camping Personal Folding Table, Heavy Duty Utility Table, Adjustable Height, Charcoal, 19.5\\u201d L x 30\\u201d W x 28\\\" H\", \"asin\": \"B018245UXC\", \"price\": \"$51.12\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Gocamptoo Folding Table,4ft Indoor Outdoor Heavy Duty Portable Folding Square Plastic Dining Table w/Handle, Lock for Picnic, Party, Camping (4 FT) \\u2026\", \"asin\": \"B09GXZ59ZJ\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black\", \"asin\": \"B0CNVVYTX2\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tribesigns 79-Inch Extra Long Desk, Two Person Desk Double Desk for Home Office, Wooden Long Computer Desk, Writing Table Study Desk for Office, Brown\", \"asin\": \"B0DJ8T2RTH\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 8 left in stock - order soon.\"},\n{\"title\": \"OLIXIS Computer Office Desk, 48 Inch Writing Work Study PC Wood Modern Desk with Storage Bag & Headphone Hook Simple Bedroom for 2 Person Kids Student Table, Rustic Brown\", \"asin\": \"B0DS966ZCG\", \"price\": \"$39.93\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"6FT Picnic Table Folding Table Camping Table Plastic Table Fold Up Table Lock for Party Event,White\", \"asin\": \"B08PDZBQ3N\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment, FSA/HSA Eligible, Standing Desk or Hospital Tray Table, Bedside Rolling Overbed Table, Silver Vein\", \"asin\": \"B002VWJZ8S\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown\", \"asin\": \"B0CQC7LCMW\", \"price\": \"$58.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Sweetcrispy 6ft Plastic Folding Table Outdoor Indoor Heavy Duty Portable Desk with Carrying Handle for Camping Picnic Party\", \"asin\": \"B0DK2S49X2\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members Only 5 left in stock - order soon.\"},\n{\"title\": \"HOOBRO 29.5\\\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01\", \"asin\": \"B0C1NWN2JS\", \"price\": \"$41.39\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Artmeer Bed Tray Table with Folding Legs,Bamboo Breakfast in Bed for TV Table, Laptop Computer Tray,Eating,Snack Tray(Bamboo)\", \"asin\": \"B0BTRW29LM\", \"price\": \"$13.49\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Flash Furniture Dunham 2.83' Square Plastic Folding Event Table with Carrying Handle, Bi-Fold Banquet Table for Indoor/Outdoor Events, Dark Gray\", \"asin\": \"B078XXYQT2\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"VASAGLE Computer Desk, Gaming Desk, Home Office Desk, for Small Spaces, 19.7 x 39.4 x 29.9 Inches, Industrial Style, Metal Frame, Rustic Brown and Black ULWD41X\", \"asin\": \"B0823B125H\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\\\"L x 19\\\"W x 26\\\"H\", \"asin\": \"B07MDJM5QD\", \"price\": \"$76.29\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Lifetime 80251 Adjustable Folding Laptop Table TV Tray, 26 Inch, White Granite\", \"asin\": \"B0074HYWFG\", \"price\": \"$29.97\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO End Table with Charging Station and USB Ports, Small Side Table for Small Space, 3-Tier Nightstand with Adjustable Shelf, for Living Room, Bedroom and Balcony, Rustic Brown BF112BZ01\", \"asin\": \"B09X395CNV\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Furinno Simplistic Set of 2 End Table, Dark Walnut\", \"asin\": \"B075PYBGKK\", \"price\": \"$42.27\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Living and More 4 Foot Height Adjustable Fold-in-Half Table with Carrying Handle, Easy Folding and Storage, Indoor Outdoor Use, White, 4ft_Straight Legs\", \"asin\": \"B09H2ZY67H\", \"price\": \"$37.98\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 3 left in stock - order soon.\"},\n{\"title\": \"HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01\", \"asin\": \"B09MTGKK9R\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch\", \"asin\": \"B0CK8H31Y1\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"VASAGLE Side Table, Round End Table with 2 Storage Shelves for Living Room, Bedroom, Nightstand with Steel Frame for Small Spaces, Accent Coffee Table, Greige and Ink Black\", \"asin\": \"B07XXLG1JG\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:55:54.125Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T03:55:54.125Z
|
click
|
search
|
rule
|
train
| 995 |
2025-04-11T03:55:54.125Z
|
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"}
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "table"}],
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{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$21.08", "quantity": "1"},
{"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"},
{"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"},
{"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"}],
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{"title": "ODK Computer Desk - 48 Inch Office Writing Desk for Home, Student Study Desk with Storage Bag, Headphone Hook & Power Outlets, Modern Simple Table for Bedroom, Black", "asin": "B0DT9LFS9R", "price": "$49.98", "quantity": ""},
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{"title": "FLEXISPOT EN1 Whole-Piece Standing Desk 60\"x24\" Height Adjustable Desk, Electric Sit Stand Desk Home Office Table Standing Desk (Black Frame + Maple Top, 2 Packages)", "asin": "B08M94BNPF", "price": "$279.99", "quantity": ""},
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{"title": "Need Folding Desk, 54 inch Large Computer Desk for Home Office, No Install Needed Study Student Writing Table Desk Workstation, White", "asin": "B0D6YMDGDG", "price": "$109.00", "quantity": ""},
{"title": "Need 63 Inch Large Computer Desk - Modern Simple Style Home Office Gaming Desk, Basic Writing Table for Study Student, Black Metal Frame, Rustic Brown", "asin": "B0912D2C95", "price": "$119.99", "quantity": ""}],
"ads": [{"title": "Conference Table", "asin": "B0D5R3N2ZM"},
{"title": "Executive Desk", "asin": "B0D5R3QZJK"},
{"title": "Reception Desk", "asin": "B0D5R4KMTL"}],
"search_results": [{"title": "2 Pack Narrow Sofa Table with Charging Station, 39.4\" L x 5.9\" W x 29\" H, Skinny Console Table, Long Entryway Hallway Couch Table with Power Outlets, Rustic Brown CTHR151E01S2", "asin": "B0BYSQ1JNL", "price": "$67.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ErGear Height Adjustable Electric Standing Desk, 55 x 28 Inches Sit Stand up Desk, Memory Computer Home Office Desk (Vintage Brown)", "asin": "B0B421WC7Q", "price": "$169.99", "delivery": "FREE delivery Mon, Apr 21 for Prime members Only 4 left in stock - order soon."},
{"title": "78\" Narrow Console Sofa Table - 2 Power Outlets & 2 USB Ports, Metal Frame, Rustic Brown, Perfect for Hallway, Office, and Behind Sofa - Easy Assembly, 4.9\" Extension Cord Included", "asin": "B0D1RF2XZX", "price": "$73.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "FLEXISPOT EN1 Whole-Piece Standing Desk 60\"x24\" Height Adjustable Desk, Electric Sit Stand Desk Home Office Table Standing Desk (Black Frame + Maple Top, 2 Packages)", "asin": "B08M94BNPF", "price": "$279.99", "delivery": "FREE delivery Apr 15 - 17"},
{"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, Hallway, Rusitc Brown", "asin": "B0D83DDQ96", "price": "$67.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "PayLessHere Folding Tables Plastic 6ft Half Portable Foldable Table for for Parties Wedding BBQ Camping, White 6 FT", "asin": "B0CW1QNTB7", "price": "$49.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "ODK 48 Inches Computer Desk for Home Office, Office Table for Small Spaces, Writing Desk with Headphone Hooks, Black", "asin": "B0DXTG47TB", "price": "$35.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "Sweetcrispy Computer Desk - 32 Inch Small Office Writing Work Study Kids Student Teacher Home Bedroom Table Storage Bag Headphone Hooks & no Wheels - White", "asin": "B0CGZVJVSN", "price": "$29.99", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding", "asin": "B0D8K66FZJ", "price": "$57.50", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "Folding Table 4 Foot Portable Heavy Duty Plastic Fold-in-Half Utility Table Small Indoor Outdoor Adjustable Height Folding with Carrying Handle, Camping and Party,White", "asin": "B0BPH7DLNZ", "price": "$59.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ZINUS Jennifer 55 Inch White Frame Desk, Computer Workstation, Office Desk, Dining Table, Easy Assembly, Natural", "asin": "B075F9KTQW", "price": "$97.80", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Tohomeor Skinny 5.9\" Console Table 47.24\" Narrow Long Sofa Table with Power Outlets USB Ports Industrial Wooden Entry Table for Entryway Living Room Hallway (L-94.4xW-5.91, Charcoal)", "asin": "B0CG1G4J3H", "price": "$99.89", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "IBUYKE 2 Pack Console Table Narrow Long Sofa Table with Power Outlets USB Ports,Industrial Wooden Entry Table with Charge Station with Extension Cord,for Entryway Living Room Hallway Brown,TMJ061H-2", "asin": "B0C33W1J53", "price": "$81.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "63 Inch Sofa Table\uff0cNarrow Console Table with Power Outlet\uff0cSlim Entryway Table for Living Room,Hallway,Bedroom - Rustic Brown\u2026", "asin": "B0CXTC39QM", "price": "$79.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ELYKEN 2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, 5.9\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\u2019 Extension Cord, White Oak", "asin": "B0BZ43KCZH", "price": "$86.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)", "asin": "B0CLRLGY4N", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "COSCO Molded Folding Banquet Table w/Handle, 6ft, Black", "asin": "B00DOZTM3O", "price": "$84.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "SUPERJARE Nightstand with Charging Station, Bed Side Table with Adjustable Fabric Drawer, Night Stand for Bedroom, 3-Tier Storage End Table, for Living Room, Rustic Brown and Black", "asin": "B0BDFRN629", "price": "$35.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Casaottima 32 Inch Small Computer Desk for Home Office, Study Writing Table for Small Spaces, Simple Modern Desk with Headphone Hooks, Pure White", "asin": "B0DWF5BQCV", "price": "$26.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "IRONCK Console Table with Power Outlet, Long Sofa Table with Shelves and X-Shaped Design, Narrow Sofa Entryway Behind Couch Table for Living Room and Hallway, Vintage Brown", "asin": "B0CRT2XDM2", "price": "$89.71", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "ELYKEN 5.9\" Narrow Console Sofa Table with Power Outlets, 5.9\" Dx63 Wx31.5 H Long Skinny Behind Couch Table with \u201cX\u201d Cross Metal Frame Charge Station with 6.5\u2019 Extension Cord, Rustic Brown", "asin": "B0BX8JD4SW", "price": "$58.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "L Shaped Desk, office desk 66inch Corner Computer Desk with File Drawer, Gaming Table with Led Lights, Workstation with Monitor Shelf, Printer Storage Shelves, Two Person Table, Rustic Brown", "asin": "B0DPW46S3R", "price": "$139.99", "delivery": "$19.99 delivery Fri, Apr 18"},
{"title": "Masupu 70.9\" Console Table, Modern Narrow Long Sofa Table Behind Couch, Skinny Entry Table, Industrial Sofa Table with Metal Frame for Hallway, Living Room, Classic Black\u2026", "asin": "B0BX5HP1F1", "price": "$64.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "HOOBRO Narrow Console Table, 29.5\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01", "asin": "B09NL1RH4D", "price": "$33.43", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Lifetime Fold-in-Half Adjustable Folding Table, 4 Foot", "asin": "B003YJPC2A", "price": "$44.98", "delivery": "FREE delivery for Prime members"},
{"title": "Pamray 32 Inch Computer Desk for Small Spaces with Storage Bag, Home Office Work Desk with Headphone Hook, Small Office Desk Study Writing Table", "asin": "B0C4H1C4Z1", "price": "$39.95", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Furinno Classic Homey Square Parsons Side End Table, 1-Pack, Black", "asin": "B0CBNHYKF7", "price": "$24.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "SUPERJARE Long Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch", "asin": "B0BMFDVSCH", "price": "$59.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "70.9\" Console Table with Power Outlets, Sofa Tables Narrow Long, Industrial Behind Couch Table, for Hallway, Entryway, Living Room, Rustic Brown and Black CT185UBR", "asin": "B0D1G7M1WN", "price": "$55.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "DUMOS 32 Inch Office Small Computer Desk Modern Simple Style Writing Study Work Table for Home Bedroom - Wood Brown", "asin": "B0DQKT5826", "price": "$26.92", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space", "asin": "B0B93L5WPW", "price": "$53.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Huuger Modern Simple Office Desk - 55 Inch, Gaming & Work Desk with Storage, Large Legroom, Metal Frame, Rustic Brown", "asin": "B0CS3K9CWC", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Furinno Just 3-Tier Turn-N-Tube End Table / Side Table / Night Stand / Bedside Table with Plastic Poles, 1-Pack, Columbia Walnut/Black", "asin": "B07FKX3H1H", "price": "$18.19", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "HOOBRO Computer Desk, Home Office Desk with Power Outlet, Modern Study Writing Desk with 3 Hooks for Study Room, Home Office, Sturdy and Stable, Easy to Assemble, Charcoal Gray and Black BC41UDN01", "asin": "B0CBX3Q6FQ", "price": "$61.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Best Choice Products 4ft Plastic Folding Table, Indoor Outdoor Heavy Duty Portable w/Handle, Lock for Picnic, Party, Camping - Black", "asin": "B0CJL65PLM", "price": "$59.99", "delivery": "FREE delivery Apr 15 - 17"},
{"title": "Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown", "asin": "B0CHDKQFJ8", "price": "$59.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "HOOBRO End Table, 3-Tier Narrow Side Table, Nightstand with 2 Flat or Slant Adjustable Shelves for Small Spaces, Hallway, Living Room, Bedroom, Sturdy, Easy Assembly, Rustic Brown and Black BF23BZ01G1", "asin": "B086KWJXLC", "price": "$39.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)", "asin": "B07DRGZMHQ", "price": "$38.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "FURINNO Turn-N-Tube Haydn End Table, 1-Pack, Walnut/Brown", "asin": "B07G24DQMP", "price": "$29.77", "delivery": "FREE delivery Sun, Apr 13 Only 8 left in stock (more on the way)."},
{"title": "Vaunn Medical Adjustable Overbed Bedside Table With Wheels (Hospital and Home Use)", "asin": "B00QMNTMXA", "price": "$64.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Kitstorack TV Tray Table, Adjustable Height & 90\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces", "asin": "B0DGPJZNQ3", "price": "$35.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame", "asin": "B00OYJCM0O", "price": "$87.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Iceberg Small Camping Personal Folding Table, Heavy Duty Utility Table, Adjustable Height, Charcoal, 19.5\u201d L x 30\u201d W x 28\" H", "asin": "B018245UXC", "price": "$51.12", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Gocamptoo Folding Table,4ft Indoor Outdoor Heavy Duty Portable Folding Square Plastic Dining Table w/Handle, Lock for Picnic, Party, Camping (4 FT) \u2026", "asin": "B09GXZ59ZJ", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black", "asin": "B0CNVVYTX2", "price": "$37.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Tribesigns 79-Inch Extra Long Desk, Two Person Desk Double Desk for Home Office, Wooden Long Computer Desk, Writing Table Study Desk for Office, Brown", "asin": "B0DJ8T2RTH", "price": "$179.99", "delivery": "FREE delivery Apr 15 - 18 Only 8 left in stock - order soon."},
{"title": "OLIXIS Computer Office Desk, 48 Inch Writing Work Study PC Wood Modern Desk with Storage Bag & Headphone Hook Simple Bedroom for 2 Person Kids Student Table, Rustic Brown", "asin": "B0DS966ZCG", "price": "$39.93", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "6FT Picnic Table Folding Table Camping Table Plastic Table Fold Up Table Lock for Party Event,White", "asin": "B08PDZBQ3N", "price": "$54.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members Only 1 left in stock - order soon."},
{"title": "Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment, FSA/HSA Eligible, Standing Desk or Hospital Tray Table, Bedside Rolling Overbed Table, Silver Vein", "asin": "B002VWJZ8S", "price": "$49.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown", "asin": "B0CQC7LCMW", "price": "$58.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Sweetcrispy 6ft Plastic Folding Table Outdoor Indoor Heavy Duty Portable Desk with Carrying Handle for Camping Picnic Party", "asin": "B0DK2S49X2", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members Only 5 left in stock - order soon."},
{"title": "HOOBRO 29.5\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01", "asin": "B0C1NWN2JS", "price": "$41.39", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Artmeer Bed Tray Table with Folding Legs,Bamboo Breakfast in Bed for TV Table, Laptop Computer Tray,Eating,Snack Tray(Bamboo)", "asin": "B0BTRW29LM", "price": "$13.49", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Flash Furniture Dunham 2.83' Square Plastic Folding Event Table with Carrying Handle, Bi-Fold Banquet Table for Indoor/Outdoor Events, Dark Gray", "asin": "B078XXYQT2", "price": "$56.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "VASAGLE Computer Desk, Gaming Desk, Home Office Desk, for Small Spaces, 19.7 x 39.4 x 29.9 Inches, Industrial Style, Metal Frame, Rustic Brown and Black ULWD41X", "asin": "B0823B125H", "price": "$45.99", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\"L x 19\"W x 26\"H", "asin": "B07MDJM5QD", "price": "$76.29", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Lifetime 80251 Adjustable Folding Laptop Table TV Tray, 26 Inch, White Granite", "asin": "B0074HYWFG", "price": "$29.97", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "HOOBRO End Table with Charging Station and USB Ports, Small Side Table for Small Space, 3-Tier Nightstand with Adjustable Shelf, for Living Room, Bedroom and Balcony, Rustic Brown BF112BZ01", "asin": "B09X395CNV", "price": "$35.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Furinno Simplistic Set of 2 End Table, Dark Walnut", "asin": "B075PYBGKK", "price": "$42.27", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Living and More 4 Foot Height Adjustable Fold-in-Half Table with Carrying Handle, Easy Folding and Storage, Indoor Outdoor Use, White, 4ft_Straight Legs", "asin": "B09H2ZY67H", "price": "$37.98", "delivery": " Two-Day FREE delivery Sat, Apr 12 Only 3 left in stock - order soon."},
{"title": "HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01", "asin": "B09MTGKK9R", "price": "$21.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch", "asin": "B0CK8H31Y1", "price": "$55.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "VASAGLE Side Table, Round End Table with 2 Storage Shelves for Living Room, Bedroom, Nightstand with Steel Frame for Small Spaces, Accent Coffee Table, Greige and Ink Black", "asin": "B07XXLG1JG", "price": "$53.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T03:55:54.125Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T03:55:54.125Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T03:55:54.125Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 995,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"table\"}],\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\": \"$21.08\", \"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\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 47 inch)\", \"asin\": \"B09D7925RB\", \"price\": \"$45.21\", \"quantity\": \"\"},\n{\"title\": \"PHI VILLA Patio Bar Table, Outdoor Bar Height Bistro Table with Wooden-Like Table Top & Metal Frame, Brown\", \"asin\": \"B088815GJ9\", \"price\": \"$136.99\", \"quantity\": \"\"},\n{\"title\": \"Sophia & William 60\\\" Large Outdoor Patio Table for 8, Outdoor Square Metal Dining Table with 1.9\\\" Adjustable Umbrella Hole, All Weather Wrought Iron Furniture Black Table for Garden Deck\", \"asin\": \"B0CD1C9874\", \"price\": \"$352.99\", \"quantity\": \"\"},\n{\"title\": \"Need Folding Desk, 54 inch Large Computer Desk for Home Office, No Install Needed Study Student Writing Table Desk Workstation, White\", \"asin\": \"B0D6YMDGDG\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"ODK Computer Desk - 48 Inch Office Writing Desk for Home, Student Study Desk with Storage Bag, Headphone Hook & Power Outlets, Modern Simple Table for Bedroom, Black\", \"asin\": \"B0DT9LFS9R\", \"price\": \"$49.98\", \"quantity\": \"\"},\n{\"title\": \"MFSTUDIO Expandable Outdoor Patio Dining Table, Rectangle Metal Patio Table for 6 to 8 Persons, Black Backyard Deck Garden Table\", \"asin\": \"B0DHCSTN8N\", \"price\": \"$451.99\", \"quantity\": \"\"},\n{\"title\": \"FLEXISPOT EN1 Whole-Piece Standing Desk 60\\\"x24\\\" Height Adjustable Desk, Electric Sit Stand Desk Home Office Table Standing Desk (Black Frame + Maple Top, 2 Packages)\", \"asin\": \"B08M94BNPF\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"NSdirect Modern Computer Desk 63 Inch Large Office Desk, Writing Study Table for Home Office Desk Workstation Wide Metal Sturdy Frame Thicker Steel Legs, White\", \"asin\": \"B085PVV9RH\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Need Folding Desk, 54 inch Large Computer Desk for Home Office, No Install Needed Study Student Writing Table Desk Workstation, White\", \"asin\": \"B0D6YMDGDG\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"Need 63 Inch Large Computer Desk - Modern Simple Style Home Office Gaming Desk, Basic Writing Table for Study Student, Black Metal Frame, Rustic Brown\", \"asin\": \"B0912D2C95\", \"price\": \"$119.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Conference Table\", \"asin\": \"B0D5R3N2ZM\"},\n{\"title\": \"Executive Desk\", \"asin\": \"B0D5R3QZJK\"},\n{\"title\": \"Reception Desk\", \"asin\": \"B0D5R4KMTL\"}],\n\"search_results\": [{\"title\": \"2 Pack Narrow Sofa Table with Charging Station, 39.4\\\" L x 5.9\\\" W x 29\\\" H, Skinny Console Table, Long Entryway Hallway Couch Table with Power Outlets, Rustic Brown CTHR151E01S2\", \"asin\": \"B0BYSQ1JNL\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ErGear Height Adjustable Electric Standing Desk, 55 x 28 Inches Sit Stand up Desk, Memory Computer Home Office Desk (Vintage Brown)\", \"asin\": \"B0B421WC7Q\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Mon, Apr 21 for Prime members Only 4 left in stock - order soon.\"},\n{\"title\": \"78\\\" Narrow Console Sofa Table - 2 Power Outlets & 2 USB Ports, Metal Frame, Rustic Brown, Perfect for Hallway, Office, and Behind Sofa - Easy Assembly, 4.9\\\" Extension Cord Included\", \"asin\": \"B0D1RF2XZX\", \"price\": \"$73.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"FLEXISPOT EN1 Whole-Piece Standing Desk 60\\\"x24\\\" Height Adjustable Desk, Electric Sit Stand Desk Home Office Table Standing Desk (Black Frame + Maple Top, 2 Packages)\", \"asin\": \"B08M94BNPF\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\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, Hallway, Rusitc Brown\", \"asin\": \"B0D83DDQ96\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"PayLessHere Folding Tables Plastic 6ft Half Portable Foldable Table for for Parties Wedding BBQ Camping, White 6 FT\", \"asin\": \"B0CW1QNTB7\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"ODK 48 Inches Computer Desk for Home Office, Office Table for Small Spaces, Writing Desk with Headphone Hooks, Black\", \"asin\": \"B0DXTG47TB\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"Sweetcrispy Computer Desk - 32 Inch Small Office Writing Work Study Kids Student Teacher Home Bedroom Table Storage Bag Headphone Hooks & no Wheels - White\", \"asin\": \"B0CGZVJVSN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding\", \"asin\": \"B0D8K66FZJ\", \"price\": \"$57.50\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Folding Table 4 Foot Portable Heavy Duty Plastic Fold-in-Half Utility Table Small Indoor Outdoor Adjustable Height Folding with Carrying Handle, Camping and Party,White\", \"asin\": \"B0BPH7DLNZ\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ZINUS Jennifer 55 Inch White Frame Desk, Computer Workstation, Office Desk, Dining Table, Easy Assembly, Natural\", \"asin\": \"B075F9KTQW\", \"price\": \"$97.80\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tohomeor Skinny 5.9\\\" Console Table 47.24\\\" Narrow Long Sofa Table with Power Outlets USB Ports Industrial Wooden Entry Table for Entryway Living Room Hallway (L-94.4xW-5.91, Charcoal)\", \"asin\": \"B0CG1G4J3H\", \"price\": \"$99.89\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"IBUYKE 2 Pack Console Table Narrow Long Sofa Table with Power Outlets USB Ports,Industrial Wooden Entry Table with Charge Station with Extension Cord,for Entryway Living Room Hallway Brown,TMJ061H-2\", \"asin\": \"B0C33W1J53\", \"price\": \"$81.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"63 Inch Sofa Table\\uff0cNarrow Console Table with Power Outlet\\uff0cSlim Entryway Table for Living Room,Hallway,Bedroom - Rustic Brown\\u2026\", \"asin\": \"B0CXTC39QM\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ELYKEN 2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\\u2019 Extension Cord, White Oak\", \"asin\": \"B0BZ43KCZH\", \"price\": \"$86.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)\", \"asin\": \"B0CLRLGY4N\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"COSCO Molded Folding Banquet Table w/Handle, 6ft, Black\", \"asin\": \"B00DOZTM3O\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"SUPERJARE Nightstand with Charging Station, Bed Side Table with Adjustable Fabric Drawer, Night Stand for Bedroom, 3-Tier Storage End Table, for Living Room, Rustic Brown and Black\", \"asin\": \"B0BDFRN629\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Casaottima 32 Inch Small Computer Desk for Home Office, Study Writing Table for Small Spaces, Simple Modern Desk with Headphone Hooks, Pure White\", \"asin\": \"B0DWF5BQCV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"IRONCK Console Table with Power Outlet, Long Sofa Table with Shelves and X-Shaped Design, Narrow Sofa Entryway Behind Couch Table for Living Room and Hallway, Vintage Brown\", \"asin\": \"B0CRT2XDM2\", \"price\": \"$89.71\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"ELYKEN 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx63 Wx31.5 H Long Skinny Behind Couch Table with \\u201cX\\u201d Cross Metal Frame Charge Station with 6.5\\u2019 Extension Cord, Rustic Brown\", \"asin\": \"B0BX8JD4SW\", \"price\": \"$58.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"L Shaped Desk, office desk 66inch Corner Computer Desk with File Drawer, Gaming Table with Led Lights, Workstation with Monitor Shelf, Printer Storage Shelves, Two Person Table, Rustic Brown\", \"asin\": \"B0DPW46S3R\", \"price\": \"$139.99\", \"delivery\": \"$19.99 delivery Fri, Apr 18\"},\n{\"title\": \"Masupu 70.9\\\" Console Table, Modern Narrow Long Sofa Table Behind Couch, Skinny Entry Table, Industrial Sofa Table with Metal Frame for Hallway, Living Room, Classic Black\\u2026\", \"asin\": \"B0BX5HP1F1\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"HOOBRO Narrow Console Table, 29.5\\\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01\", \"asin\": \"B09NL1RH4D\", \"price\": \"$33.43\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Lifetime Fold-in-Half Adjustable Folding Table, 4 Foot\", \"asin\": \"B003YJPC2A\", \"price\": \"$44.98\", \"delivery\": \"FREE delivery for Prime members\"},\n{\"title\": \"Pamray 32 Inch Computer Desk for Small Spaces with Storage Bag, Home Office Work Desk with Headphone Hook, Small Office Desk Study Writing Table\", \"asin\": \"B0C4H1C4Z1\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Furinno Classic Homey Square Parsons Side End Table, 1-Pack, Black\", \"asin\": \"B0CBNHYKF7\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"SUPERJARE Long Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch\", \"asin\": \"B0BMFDVSCH\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.9\\\" Console Table with Power Outlets, Sofa Tables Narrow Long, Industrial Behind Couch Table, for Hallway, Entryway, Living Room, Rustic Brown and Black CT185UBR\", \"asin\": \"B0D1G7M1WN\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"DUMOS 32 Inch Office Small Computer Desk Modern Simple Style Writing Study Work Table for Home Bedroom - Wood Brown\", \"asin\": \"B0DQKT5826\", \"price\": \"$26.92\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space\", \"asin\": \"B0B93L5WPW\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Huuger Modern Simple Office Desk - 55 Inch, Gaming & Work Desk with Storage, Large Legroom, Metal Frame, Rustic Brown\", \"asin\": \"B0CS3K9CWC\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Furinno Just 3-Tier Turn-N-Tube End Table / Side Table / Night Stand / Bedside Table with Plastic Poles, 1-Pack, Columbia Walnut/Black\", \"asin\": \"B07FKX3H1H\", \"price\": \"$18.19\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO Computer Desk, Home Office Desk with Power Outlet, Modern Study Writing Desk with 3 Hooks for Study Room, Home Office, Sturdy and Stable, Easy to Assemble, Charcoal Gray and Black BC41UDN01\", \"asin\": \"B0CBX3Q6FQ\", \"price\": \"$61.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Best Choice Products 4ft Plastic Folding Table, Indoor Outdoor Heavy Duty Portable w/Handle, Lock for Picnic, Party, Camping - Black\", \"asin\": \"B0CJL65PLM\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown\", \"asin\": \"B0CHDKQFJ8\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO End Table, 3-Tier Narrow Side Table, Nightstand with 2 Flat or Slant Adjustable Shelves for Small Spaces, Hallway, Living Room, Bedroom, Sturdy, Easy Assembly, Rustic Brown and Black BF23BZ01G1\", \"asin\": \"B086KWJXLC\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)\", \"asin\": \"B07DRGZMHQ\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"FURINNO Turn-N-Tube Haydn End Table, 1-Pack, Walnut/Brown\", \"asin\": \"B07G24DQMP\", \"price\": \"$29.77\", \"delivery\": \"FREE delivery Sun, Apr 13 Only 8 left in stock (more on the way).\"},\n{\"title\": \"Vaunn Medical Adjustable Overbed Bedside Table With Wheels (Hospital and Home Use)\", \"asin\": \"B00QMNTMXA\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Kitstorack TV Tray Table, Adjustable Height & 90\\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces\", \"asin\": \"B0DGPJZNQ3\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame\", \"asin\": \"B00OYJCM0O\", \"price\": \"$87.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Iceberg Small Camping Personal Folding Table, Heavy Duty Utility Table, Adjustable Height, Charcoal, 19.5\\u201d L x 30\\u201d W x 28\\\" H\", \"asin\": \"B018245UXC\", \"price\": \"$51.12\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Gocamptoo Folding Table,4ft Indoor Outdoor Heavy Duty Portable Folding Square Plastic Dining Table w/Handle, Lock for Picnic, Party, Camping (4 FT) \\u2026\", \"asin\": \"B09GXZ59ZJ\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black\", \"asin\": \"B0CNVVYTX2\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tribesigns 79-Inch Extra Long Desk, Two Person Desk Double Desk for Home Office, Wooden Long Computer Desk, Writing Table Study Desk for Office, Brown\", \"asin\": \"B0DJ8T2RTH\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 8 left in stock - order soon.\"},\n{\"title\": \"OLIXIS Computer Office Desk, 48 Inch Writing Work Study PC Wood Modern Desk with Storage Bag & Headphone Hook Simple Bedroom for 2 Person Kids Student Table, Rustic Brown\", \"asin\": \"B0DS966ZCG\", \"price\": \"$39.93\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"6FT Picnic Table Folding Table Camping Table Plastic Table Fold Up Table Lock for Party Event,White\", \"asin\": \"B08PDZBQ3N\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment, FSA/HSA Eligible, Standing Desk or Hospital Tray Table, Bedside Rolling Overbed Table, Silver Vein\", \"asin\": \"B002VWJZ8S\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown\", \"asin\": \"B0CQC7LCMW\", \"price\": \"$58.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Sweetcrispy 6ft Plastic Folding Table Outdoor Indoor Heavy Duty Portable Desk with Carrying Handle for Camping Picnic Party\", \"asin\": \"B0DK2S49X2\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members Only 5 left in stock - order soon.\"},\n{\"title\": \"HOOBRO 29.5\\\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01\", \"asin\": \"B0C1NWN2JS\", \"price\": \"$41.39\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Artmeer Bed Tray Table with Folding Legs,Bamboo Breakfast in Bed for TV Table, Laptop Computer Tray,Eating,Snack Tray(Bamboo)\", \"asin\": \"B0BTRW29LM\", \"price\": \"$13.49\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Flash Furniture Dunham 2.83' Square Plastic Folding Event Table with Carrying Handle, Bi-Fold Banquet Table for Indoor/Outdoor Events, Dark Gray\", \"asin\": \"B078XXYQT2\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"VASAGLE Computer Desk, Gaming Desk, Home Office Desk, for Small Spaces, 19.7 x 39.4 x 29.9 Inches, Industrial Style, Metal Frame, Rustic Brown and Black ULWD41X\", \"asin\": \"B0823B125H\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\\\"L x 19\\\"W x 26\\\"H\", \"asin\": \"B07MDJM5QD\", \"price\": \"$76.29\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Lifetime 80251 Adjustable Folding Laptop Table TV Tray, 26 Inch, White Granite\", \"asin\": \"B0074HYWFG\", \"price\": \"$29.97\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO End Table with Charging Station and USB Ports, Small Side Table for Small Space, 3-Tier Nightstand with Adjustable Shelf, for Living Room, Bedroom and Balcony, Rustic Brown BF112BZ01\", \"asin\": \"B09X395CNV\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Furinno Simplistic Set of 2 End Table, Dark Walnut\", \"asin\": \"B075PYBGKK\", \"price\": \"$42.27\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Living and More 4 Foot Height Adjustable Fold-in-Half Table with Carrying Handle, Easy Folding and Storage, Indoor Outdoor Use, White, 4ft_Straight Legs\", \"asin\": \"B09H2ZY67H\", \"price\": \"$37.98\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 3 left in stock - order soon.\"},\n{\"title\": \"HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01\", \"asin\": \"B09MTGKK9R\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch\", \"asin\": \"B0CK8H31Y1\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"VASAGLE Side Table, Round End Table with 2 Storage Shelves for Living Room, Bedroom, Nightstand with Steel Frame for Small Spaces, Accent Coffee Table, Greige and Ink Black\", \"asin\": \"B07XXLG1JG\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:55:54.125Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"deep table\"}],\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\": \"$21.08\", \"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\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 47 inch)\", \"asin\": \"B09D7925RB\", \"price\": \"$45.21\", \"quantity\": \"\"},\n{\"title\": \"PHI VILLA Patio Bar Table, Outdoor Bar Height Bistro Table with Wooden-Like Table Top & Metal Frame, Brown\", \"asin\": \"B088815GJ9\", \"price\": \"$136.99\", \"quantity\": \"\"},\n{\"title\": \"Sophia & William 60\\\" Large Outdoor Patio Table for 8, Outdoor Square Metal Dining Table with 1.9\\\" Adjustable Umbrella Hole, All Weather Wrought Iron Furniture Black Table for Garden Deck\", \"asin\": \"B0CD1C9874\", \"price\": \"$352.99\", \"quantity\": \"\"},\n{\"title\": \"Need Folding Desk, 54 inch Large Computer Desk for Home Office, No Install Needed Study Student Writing Table Desk Workstation, White\", \"asin\": \"B0D6YMDGDG\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"ODK Computer Desk - 48 Inch Office Writing Desk for Home, Student Study Desk with Storage Bag, Headphone Hook & Power Outlets, Modern Simple Table for Bedroom, Black\", \"asin\": \"B0DT9LFS9R\", \"price\": \"$49.98\", \"quantity\": \"\"},\n{\"title\": \"MFSTUDIO Expandable Outdoor Patio Dining Table, Rectangle Metal Patio Table for 6 to 8 Persons, Black Backyard Deck Garden Table\", \"asin\": \"B0DHCSTN8N\", \"price\": \"$451.99\", \"quantity\": \"\"},\n{\"title\": \"FLEXISPOT EN1 Whole-Piece Standing Desk 60\\\"x24\\\" Height Adjustable Desk, Electric Sit Stand Desk Home Office Table Standing Desk (Black Frame + Maple Top, 2 Packages)\", \"asin\": \"B08M94BNPF\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"NSdirect Modern Computer Desk 63 Inch Large Office Desk, Writing Study Table for Home Office Desk Workstation Wide Metal Sturdy Frame Thicker Steel Legs, White\", \"asin\": \"B085PVV9RH\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Need Folding Desk, 54 inch Large Computer Desk for Home Office, No Install Needed Study Student Writing Table Desk Workstation, White\", \"asin\": \"B0D6YMDGDG\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"Need 63 Inch Large Computer Desk - Modern Simple Style Home Office Gaming Desk, Basic Writing Table for Study Student, Black Metal Frame, Rustic Brown\", \"asin\": \"B0912D2C95\", \"price\": \"$119.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Conference Table\", \"asin\": \"B0D5R3N2ZM\"},\n{\"title\": \"Executive Desk\", \"asin\": \"B0D5R3QZJK\"},\n{\"title\": \"Reception Desk\", \"asin\": \"B0D5R4KMTL\"}],\n\"search_results\": [{\"title\": \"2 Pack Narrow Sofa Table with Charging Station, 39.4\\\" L x 5.9\\\" W x 29\\\" H, Skinny Console Table, Long Entryway Hallway Couch Table with Power Outlets, Rustic Brown CTHR151E01S2\", \"asin\": \"B0BYSQ1JNL\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ErGear Height Adjustable Electric Standing Desk, 55 x 28 Inches Sit Stand up Desk, Memory Computer Home Office Desk (Vintage Brown)\", \"asin\": \"B0B421WC7Q\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Mon, Apr 21 for Prime members Only 4 left in stock - order soon.\"},\n{\"title\": \"78\\\" Narrow Console Sofa Table - 2 Power Outlets & 2 USB Ports, Metal Frame, Rustic Brown, Perfect for Hallway, Office, and Behind Sofa - Easy Assembly, 4.9\\\" Extension Cord Included\", \"asin\": \"B0D1RF2XZX\", \"price\": \"$73.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"FLEXISPOT EN1 Whole-Piece Standing Desk 60\\\"x24\\\" Height Adjustable Desk, Electric Sit Stand Desk Home Office Table Standing Desk (Black Frame + Maple Top, 2 Packages)\", \"asin\": \"B08M94BNPF\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\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, Hallway, Rusitc Brown\", \"asin\": \"B0D83DDQ96\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"PayLessHere Folding Tables Plastic 6ft Half Portable Foldable Table for for Parties Wedding BBQ Camping, White 6 FT\", \"asin\": \"B0CW1QNTB7\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"ODK 48 Inches Computer Desk for Home Office, Office Table for Small Spaces, Writing Desk with Headphone Hooks, Black\", \"asin\": \"B0DXTG47TB\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"Sweetcrispy Computer Desk - 32 Inch Small Office Writing Work Study Kids Student Teacher Home Bedroom Table Storage Bag Headphone Hooks & no Wheels - White\", \"asin\": \"B0CGZVJVSN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding\", \"asin\": \"B0D8K66FZJ\", \"price\": \"$57.50\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Folding Table 4 Foot Portable Heavy Duty Plastic Fold-in-Half Utility Table Small Indoor Outdoor Adjustable Height Folding with Carrying Handle, Camping and Party,White\", \"asin\": \"B0BPH7DLNZ\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ZINUS Jennifer 55 Inch White Frame Desk, Computer Workstation, Office Desk, Dining Table, Easy Assembly, Natural\", \"asin\": \"B075F9KTQW\", \"price\": \"$97.80\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tohomeor Skinny 5.9\\\" Console Table 47.24\\\" Narrow Long Sofa Table with Power Outlets USB Ports Industrial Wooden Entry Table for Entryway Living Room Hallway (L-94.4xW-5.91, Charcoal)\", \"asin\": \"B0CG1G4J3H\", \"price\": \"$99.89\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"IBUYKE 2 Pack Console Table Narrow Long Sofa Table with Power Outlets USB Ports,Industrial Wooden Entry Table with Charge Station with Extension Cord,for Entryway Living Room Hallway Brown,TMJ061H-2\", \"asin\": \"B0C33W1J53\", \"price\": \"$81.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"63 Inch Sofa Table\\uff0cNarrow Console Table with Power Outlet\\uff0cSlim Entryway Table for Living Room,Hallway,Bedroom - Rustic Brown\\u2026\", \"asin\": \"B0CXTC39QM\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ELYKEN 2 Pack 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\\u2019 Extension Cord, White Oak\", \"asin\": \"B0BZ43KCZH\", \"price\": \"$86.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)\", \"asin\": \"B0CLRLGY4N\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"COSCO Molded Folding Banquet Table w/Handle, 6ft, Black\", \"asin\": \"B00DOZTM3O\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"SUPERJARE Nightstand with Charging Station, Bed Side Table with Adjustable Fabric Drawer, Night Stand for Bedroom, 3-Tier Storage End Table, for Living Room, Rustic Brown and Black\", \"asin\": \"B0BDFRN629\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Casaottima 32 Inch Small Computer Desk for Home Office, Study Writing Table for Small Spaces, Simple Modern Desk with Headphone Hooks, Pure White\", \"asin\": \"B0DWF5BQCV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"IRONCK Console Table with Power Outlet, Long Sofa Table with Shelves and X-Shaped Design, Narrow Sofa Entryway Behind Couch Table for Living Room and Hallway, Vintage Brown\", \"asin\": \"B0CRT2XDM2\", \"price\": \"$89.71\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"ELYKEN 5.9\\\" Narrow Console Sofa Table with Power Outlets, 5.9\\\" Dx63 Wx31.5 H Long Skinny Behind Couch Table with \\u201cX\\u201d Cross Metal Frame Charge Station with 6.5\\u2019 Extension Cord, Rustic Brown\", \"asin\": \"B0BX8JD4SW\", \"price\": \"$58.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"L Shaped Desk, office desk 66inch Corner Computer Desk with File Drawer, Gaming Table with Led Lights, Workstation with Monitor Shelf, Printer Storage Shelves, Two Person Table, Rustic Brown\", \"asin\": \"B0DPW46S3R\", \"price\": \"$139.99\", \"delivery\": \"$19.99 delivery Fri, Apr 18\"},\n{\"title\": \"Masupu 70.9\\\" Console Table, Modern Narrow Long Sofa Table Behind Couch, Skinny Entry Table, Industrial Sofa Table with Metal Frame for Hallway, Living Room, Classic Black\\u2026\", \"asin\": \"B0BX5HP1F1\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"HOOBRO Narrow Console Table, 29.5\\\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01\", \"asin\": \"B09NL1RH4D\", \"price\": \"$33.43\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Lifetime Fold-in-Half Adjustable Folding Table, 4 Foot\", \"asin\": \"B003YJPC2A\", \"price\": \"$44.98\", \"delivery\": \"FREE delivery for Prime members\"},\n{\"title\": \"Pamray 32 Inch Computer Desk for Small Spaces with Storage Bag, Home Office Work Desk with Headphone Hook, Small Office Desk Study Writing Table\", \"asin\": \"B0C4H1C4Z1\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Furinno Classic Homey Square Parsons Side End Table, 1-Pack, Black\", \"asin\": \"B0CBNHYKF7\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"SUPERJARE Long Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch\", \"asin\": \"B0BMFDVSCH\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.9\\\" Console Table with Power Outlets, Sofa Tables Narrow Long, Industrial Behind Couch Table, for Hallway, Entryway, Living Room, Rustic Brown and Black CT185UBR\", \"asin\": \"B0D1G7M1WN\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"DUMOS 32 Inch Office Small Computer Desk Modern Simple Style Writing Study Work Table for Home Bedroom - Wood Brown\", \"asin\": \"B0DQKT5826\", \"price\": \"$26.92\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space\", \"asin\": \"B0B93L5WPW\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Huuger Modern Simple Office Desk - 55 Inch, Gaming & Work Desk with Storage, Large Legroom, Metal Frame, Rustic Brown\", \"asin\": \"B0CS3K9CWC\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Furinno Just 3-Tier Turn-N-Tube End Table / Side Table / Night Stand / Bedside Table with Plastic Poles, 1-Pack, Columbia Walnut/Black\", \"asin\": \"B07FKX3H1H\", \"price\": \"$18.19\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO Computer Desk, Home Office Desk with Power Outlet, Modern Study Writing Desk with 3 Hooks for Study Room, Home Office, Sturdy and Stable, Easy to Assemble, Charcoal Gray and Black BC41UDN01\", \"asin\": \"B0CBX3Q6FQ\", \"price\": \"$61.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Best Choice Products 4ft Plastic Folding Table, Indoor Outdoor Heavy Duty Portable w/Handle, Lock for Picnic, Party, Camping - Black\", \"asin\": \"B0CJL65PLM\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown\", \"asin\": \"B0CHDKQFJ8\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO End Table, 3-Tier Narrow Side Table, Nightstand with 2 Flat or Slant Adjustable Shelves for Small Spaces, Hallway, Living Room, Bedroom, Sturdy, Easy Assembly, Rustic Brown and Black BF23BZ01G1\", \"asin\": \"B086KWJXLC\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)\", \"asin\": \"B07DRGZMHQ\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"FURINNO Turn-N-Tube Haydn End Table, 1-Pack, Walnut/Brown\", \"asin\": \"B07G24DQMP\", \"price\": \"$29.77\", \"delivery\": \"FREE delivery Sun, Apr 13 Only 8 left in stock (more on the way).\"},\n{\"title\": \"Vaunn Medical Adjustable Overbed Bedside Table With Wheels (Hospital and Home Use)\", \"asin\": \"B00QMNTMXA\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Kitstorack TV Tray Table, Adjustable Height & 90\\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces\", \"asin\": \"B0DGPJZNQ3\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame\", \"asin\": \"B00OYJCM0O\", \"price\": \"$87.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Iceberg Small Camping Personal Folding Table, Heavy Duty Utility Table, Adjustable Height, Charcoal, 19.5\\u201d L x 30\\u201d W x 28\\\" H\", \"asin\": \"B018245UXC\", \"price\": \"$51.12\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Gocamptoo Folding Table,4ft Indoor Outdoor Heavy Duty Portable Folding Square Plastic Dining Table w/Handle, Lock for Picnic, Party, Camping (4 FT) \\u2026\", \"asin\": \"B09GXZ59ZJ\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black\", \"asin\": \"B0CNVVYTX2\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tribesigns 79-Inch Extra Long Desk, Two Person Desk Double Desk for Home Office, Wooden Long Computer Desk, Writing Table Study Desk for Office, Brown\", \"asin\": \"B0DJ8T2RTH\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 8 left in stock - order soon.\"},\n{\"title\": \"OLIXIS Computer Office Desk, 48 Inch Writing Work Study PC Wood Modern Desk with Storage Bag & Headphone Hook Simple Bedroom for 2 Person Kids Student Table, Rustic Brown\", \"asin\": \"B0DS966ZCG\", \"price\": \"$39.93\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"6FT Picnic Table Folding Table Camping Table Plastic Table Fold Up Table Lock for Party Event,White\", \"asin\": \"B08PDZBQ3N\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment, FSA/HSA Eligible, Standing Desk or Hospital Tray Table, Bedside Rolling Overbed Table, Silver Vein\", \"asin\": \"B002VWJZ8S\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown\", \"asin\": \"B0CQC7LCMW\", \"price\": \"$58.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Sweetcrispy 6ft Plastic Folding Table Outdoor Indoor Heavy Duty Portable Desk with Carrying Handle for Camping Picnic Party\", \"asin\": \"B0DK2S49X2\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members Only 5 left in stock - order soon.\"},\n{\"title\": \"HOOBRO 29.5\\\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01\", \"asin\": \"B0C1NWN2JS\", \"price\": \"$41.39\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Artmeer Bed Tray Table with Folding Legs,Bamboo Breakfast in Bed for TV Table, Laptop Computer Tray,Eating,Snack Tray(Bamboo)\", \"asin\": \"B0BTRW29LM\", \"price\": \"$13.49\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Flash Furniture Dunham 2.83' Square Plastic Folding Event Table with Carrying Handle, Bi-Fold Banquet Table for Indoor/Outdoor Events, Dark Gray\", \"asin\": \"B078XXYQT2\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"VASAGLE Computer Desk, Gaming Desk, Home Office Desk, for Small Spaces, 19.7 x 39.4 x 29.9 Inches, Industrial Style, Metal Frame, Rustic Brown and Black ULWD41X\", \"asin\": \"B0823B125H\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\\\"L x 19\\\"W x 26\\\"H\", \"asin\": \"B07MDJM5QD\", \"price\": \"$76.29\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Lifetime 80251 Adjustable Folding Laptop Table TV Tray, 26 Inch, White Granite\", \"asin\": \"B0074HYWFG\", \"price\": \"$29.97\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO End Table with Charging Station and USB Ports, Small Side Table for Small Space, 3-Tier Nightstand with Adjustable Shelf, for Living Room, Bedroom and Balcony, Rustic Brown BF112BZ01\", \"asin\": \"B09X395CNV\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Furinno Simplistic Set of 2 End Table, Dark Walnut\", \"asin\": \"B075PYBGKK\", \"price\": \"$42.27\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Living and More 4 Foot Height Adjustable Fold-in-Half Table with Carrying Handle, Easy Folding and Storage, Indoor Outdoor Use, White, 4ft_Straight Legs\", \"asin\": \"B09H2ZY67H\", \"price\": \"$37.98\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 3 left in stock - order soon.\"},\n{\"title\": \"HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01\", \"asin\": \"B09MTGKK9R\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch\", \"asin\": \"B0CK8H31Y1\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"VASAGLE Side Table, Round End Table with 2 Storage Shelves for Living Room, Bedroom, Nightstand with Steel Frame for Small Spaces, Accent Coffee Table, Greige and Ink Black\", \"asin\": \"B07XXLG1JG\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:55:57.433Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T03:55:57.433Z
|
click
|
search
|
rule
|
train
| 996 |
2025-04-11T03:55:57.433Z
|
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"}
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "deep table"}],
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{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$21.08", "quantity": "1"},
{"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"},
{"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"},
{"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": "PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 47 inch)", "asin": "B09D7925RB", "price": "$45.21", "quantity": ""},
{"title": "PHI VILLA Patio Bar Table, Outdoor Bar Height Bistro Table with Wooden-Like Table Top & Metal Frame, Brown", "asin": "B088815GJ9", "price": "$136.99", "quantity": ""},
{"title": "Sophia & William 60\" Large Outdoor Patio Table for 8, Outdoor Square Metal Dining Table with 1.9\" Adjustable Umbrella Hole, All Weather Wrought Iron Furniture Black Table for Garden Deck", "asin": "B0CD1C9874", "price": "$352.99", "quantity": ""},
{"title": "Need Folding Desk, 54 inch Large Computer Desk for Home Office, No Install Needed Study Student Writing Table Desk Workstation, White", "asin": "B0D6YMDGDG", "price": "$109.00", "quantity": ""},
{"title": "ODK Computer Desk - 48 Inch Office Writing Desk for Home, Student Study Desk with Storage Bag, Headphone Hook & Power Outlets, Modern Simple Table for Bedroom, Black", "asin": "B0DT9LFS9R", "price": "$49.98", "quantity": ""},
{"title": "MFSTUDIO Expandable Outdoor Patio Dining Table, Rectangle Metal Patio Table for 6 to 8 Persons, Black Backyard Deck Garden Table", "asin": "B0DHCSTN8N", "price": "$451.99", "quantity": ""},
{"title": "FLEXISPOT EN1 Whole-Piece Standing Desk 60\"x24\" Height Adjustable Desk, Electric Sit Stand Desk Home Office Table Standing Desk (Black Frame + Maple Top, 2 Packages)", "asin": "B08M94BNPF", "price": "$279.99", "quantity": ""},
{"title": "NSdirect Modern Computer Desk 63 Inch Large Office Desk, Writing Study Table for Home Office Desk Workstation Wide Metal Sturdy Frame Thicker Steel Legs, White", "asin": "B085PVV9RH", "price": "$169.99", "quantity": ""},
{"title": "Need Folding Desk, 54 inch Large Computer Desk for Home Office, No Install Needed Study Student Writing Table Desk Workstation, White", "asin": "B0D6YMDGDG", "price": "$109.00", "quantity": ""},
{"title": "Need 63 Inch Large Computer Desk - Modern Simple Style Home Office Gaming Desk, Basic Writing Table for Study Student, Black Metal Frame, Rustic Brown", "asin": "B0912D2C95", "price": "$119.99", "quantity": ""}],
"ads": [{"title": "Conference Table", "asin": "B0D5R3N2ZM"},
{"title": "Executive Desk", "asin": "B0D5R3QZJK"},
{"title": "Reception Desk", "asin": "B0D5R4KMTL"}],
"search_results": [{"title": "2 Pack Narrow Sofa Table with Charging Station, 39.4\" L x 5.9\" W x 29\" H, Skinny Console Table, Long Entryway Hallway Couch Table with Power Outlets, Rustic Brown CTHR151E01S2", "asin": "B0BYSQ1JNL", "price": "$67.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ErGear Height Adjustable Electric Standing Desk, 55 x 28 Inches Sit Stand up Desk, Memory Computer Home Office Desk (Vintage Brown)", "asin": "B0B421WC7Q", "price": "$169.99", "delivery": "FREE delivery Mon, Apr 21 for Prime members Only 4 left in stock - order soon."},
{"title": "78\" Narrow Console Sofa Table - 2 Power Outlets & 2 USB Ports, Metal Frame, Rustic Brown, Perfect for Hallway, Office, and Behind Sofa - Easy Assembly, 4.9\" Extension Cord Included", "asin": "B0D1RF2XZX", "price": "$73.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "FLEXISPOT EN1 Whole-Piece Standing Desk 60\"x24\" Height Adjustable Desk, Electric Sit Stand Desk Home Office Table Standing Desk (Black Frame + Maple Top, 2 Packages)", "asin": "B08M94BNPF", "price": "$279.99", "delivery": "FREE delivery Apr 15 - 17"},
{"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, Hallway, Rusitc Brown", "asin": "B0D83DDQ96", "price": "$67.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "PayLessHere Folding Tables Plastic 6ft Half Portable Foldable Table for for Parties Wedding BBQ Camping, White 6 FT", "asin": "B0CW1QNTB7", "price": "$49.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "ODK 48 Inches Computer Desk for Home Office, Office Table for Small Spaces, Writing Desk with Headphone Hooks, Black", "asin": "B0DXTG47TB", "price": "$35.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "Sweetcrispy Computer Desk - 32 Inch Small Office Writing Work Study Kids Student Teacher Home Bedroom Table Storage Bag Headphone Hooks & no Wheels - White", "asin": "B0CGZVJVSN", "price": "$29.99", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding", "asin": "B0D8K66FZJ", "price": "$57.50", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "Folding Table 4 Foot Portable Heavy Duty Plastic Fold-in-Half Utility Table Small Indoor Outdoor Adjustable Height Folding with Carrying Handle, Camping and Party,White", "asin": "B0BPH7DLNZ", "price": "$59.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ZINUS Jennifer 55 Inch White Frame Desk, Computer Workstation, Office Desk, Dining Table, Easy Assembly, Natural", "asin": "B075F9KTQW", "price": "$97.80", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Tohomeor Skinny 5.9\" Console Table 47.24\" Narrow Long Sofa Table with Power Outlets USB Ports Industrial Wooden Entry Table for Entryway Living Room Hallway (L-94.4xW-5.91, Charcoal)", "asin": "B0CG1G4J3H", "price": "$99.89", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "IBUYKE 2 Pack Console Table Narrow Long Sofa Table with Power Outlets USB Ports,Industrial Wooden Entry Table with Charge Station with Extension Cord,for Entryway Living Room Hallway Brown,TMJ061H-2", "asin": "B0C33W1J53", "price": "$81.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "63 Inch Sofa Table\uff0cNarrow Console Table with Power Outlet\uff0cSlim Entryway Table for Living Room,Hallway,Bedroom - Rustic Brown\u2026", "asin": "B0CXTC39QM", "price": "$79.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ELYKEN 2 Pack 5.9\" Narrow Console Sofa Table with Power Outlets, 5.9\" Dx39.4 Wx31.1 H Long Couch Table with Metal Frame and Charge Station with 6.5\u2019 Extension Cord, White Oak", "asin": "B0BZ43KCZH", "price": "$86.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)", "asin": "B0CLRLGY4N", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "COSCO Molded Folding Banquet Table w/Handle, 6ft, Black", "asin": "B00DOZTM3O", "price": "$84.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "SUPERJARE Nightstand with Charging Station, Bed Side Table with Adjustable Fabric Drawer, Night Stand for Bedroom, 3-Tier Storage End Table, for Living Room, Rustic Brown and Black", "asin": "B0BDFRN629", "price": "$35.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Casaottima 32 Inch Small Computer Desk for Home Office, Study Writing Table for Small Spaces, Simple Modern Desk with Headphone Hooks, Pure White", "asin": "B0DWF5BQCV", "price": "$26.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "IRONCK Console Table with Power Outlet, Long Sofa Table with Shelves and X-Shaped Design, Narrow Sofa Entryway Behind Couch Table for Living Room and Hallway, Vintage Brown", "asin": "B0CRT2XDM2", "price": "$89.71", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "ELYKEN 5.9\" Narrow Console Sofa Table with Power Outlets, 5.9\" Dx63 Wx31.5 H Long Skinny Behind Couch Table with \u201cX\u201d Cross Metal Frame Charge Station with 6.5\u2019 Extension Cord, Rustic Brown", "asin": "B0BX8JD4SW", "price": "$58.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "L Shaped Desk, office desk 66inch Corner Computer Desk with File Drawer, Gaming Table with Led Lights, Workstation with Monitor Shelf, Printer Storage Shelves, Two Person Table, Rustic Brown", "asin": "B0DPW46S3R", "price": "$139.99", "delivery": "$19.99 delivery Fri, Apr 18"},
{"title": "Masupu 70.9\" Console Table, Modern Narrow Long Sofa Table Behind Couch, Skinny Entry Table, Industrial Sofa Table with Metal Frame for Hallway, Living Room, Classic Black\u2026", "asin": "B0BX5HP1F1", "price": "$64.99", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "HOOBRO Narrow Console Table, 29.5\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01", "asin": "B09NL1RH4D", "price": "$33.43", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Lifetime Fold-in-Half Adjustable Folding Table, 4 Foot", "asin": "B003YJPC2A", "price": "$44.98", "delivery": "FREE delivery for Prime members"},
{"title": "Pamray 32 Inch Computer Desk for Small Spaces with Storage Bag, Home Office Work Desk with Headphone Hook, Small Office Desk Study Writing Table", "asin": "B0C4H1C4Z1", "price": "$39.95", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Furinno Classic Homey Square Parsons Side End Table, 1-Pack, Black", "asin": "B0CBNHYKF7", "price": "$24.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "SUPERJARE Long Sofa Console Table with Charging Station For Narrow Entryway, Hallway, Behind Couch, Plant for Entrance, Living Room - Vintage Brown, 70.8 Inch", "asin": "B0BMFDVSCH", "price": "$59.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "70.9\" Console Table with Power Outlets, Sofa Tables Narrow Long, Industrial Behind Couch Table, for Hallway, Entryway, Living Room, Rustic Brown and Black CT185UBR", "asin": "B0D1G7M1WN", "price": "$55.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "DUMOS 32 Inch Office Small Computer Desk Modern Simple Style Writing Study Work Table for Home Bedroom - Wood Brown", "asin": "B0DQKT5826", "price": "$26.92", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space", "asin": "B0B93L5WPW", "price": "$53.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Huuger Modern Simple Office Desk - 55 Inch, Gaming & Work Desk with Storage, Large Legroom, Metal Frame, Rustic Brown", "asin": "B0CS3K9CWC", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Furinno Just 3-Tier Turn-N-Tube End Table / Side Table / Night Stand / Bedside Table with Plastic Poles, 1-Pack, Columbia Walnut/Black", "asin": "B07FKX3H1H", "price": "$18.19", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "HOOBRO Computer Desk, Home Office Desk with Power Outlet, Modern Study Writing Desk with 3 Hooks for Study Room, Home Office, Sturdy and Stable, Easy to Assemble, Charcoal Gray and Black BC41UDN01", "asin": "B0CBX3Q6FQ", "price": "$61.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Best Choice Products 4ft Plastic Folding Table, Indoor Outdoor Heavy Duty Portable w/Handle, Lock for Picnic, Party, Camping - Black", "asin": "B0CJL65PLM", "price": "$59.99", "delivery": "FREE delivery Apr 15 - 17"},
{"title": "Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown", "asin": "B0CHDKQFJ8", "price": "$59.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "HOOBRO End Table, 3-Tier Narrow Side Table, Nightstand with 2 Flat or Slant Adjustable Shelves for Small Spaces, Hallway, Living Room, Bedroom, Sturdy, Easy Assembly, Rustic Brown and Black BF23BZ01G1", "asin": "B086KWJXLC", "price": "$39.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)", "asin": "B07DRGZMHQ", "price": "$38.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "FURINNO Turn-N-Tube Haydn End Table, 1-Pack, Walnut/Brown", "asin": "B07G24DQMP", "price": "$29.77", "delivery": "FREE delivery Sun, Apr 13 Only 8 left in stock (more on the way)."},
{"title": "Vaunn Medical Adjustable Overbed Bedside Table With Wheels (Hospital and Home Use)", "asin": "B00QMNTMXA", "price": "$64.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Kitstorack TV Tray Table, Adjustable Height & 90\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces", "asin": "B0DGPJZNQ3", "price": "$35.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame", "asin": "B00OYJCM0O", "price": "$87.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Iceberg Small Camping Personal Folding Table, Heavy Duty Utility Table, Adjustable Height, Charcoal, 19.5\u201d L x 30\u201d W x 28\" H", "asin": "B018245UXC", "price": "$51.12", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Gocamptoo Folding Table,4ft Indoor Outdoor Heavy Duty Portable Folding Square Plastic Dining Table w/Handle, Lock for Picnic, Party, Camping (4 FT) \u2026", "asin": "B09GXZ59ZJ", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black", "asin": "B0CNVVYTX2", "price": "$37.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Tribesigns 79-Inch Extra Long Desk, Two Person Desk Double Desk for Home Office, Wooden Long Computer Desk, Writing Table Study Desk for Office, Brown", "asin": "B0DJ8T2RTH", "price": "$179.99", "delivery": "FREE delivery Apr 15 - 18 Only 8 left in stock - order soon."},
{"title": "OLIXIS Computer Office Desk, 48 Inch Writing Work Study PC Wood Modern Desk with Storage Bag & Headphone Hook Simple Bedroom for 2 Person Kids Student Table, Rustic Brown", "asin": "B0DS966ZCG", "price": "$39.93", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "6FT Picnic Table Folding Table Camping Table Plastic Table Fold Up Table Lock for Party Event,White", "asin": "B08PDZBQ3N", "price": "$54.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members Only 1 left in stock - order soon."},
{"title": "Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment, FSA/HSA Eligible, Standing Desk or Hospital Tray Table, Bedside Rolling Overbed Table, Silver Vein", "asin": "B002VWJZ8S", "price": "$49.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown", "asin": "B0CQC7LCMW", "price": "$58.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Sweetcrispy 6ft Plastic Folding Table Outdoor Indoor Heavy Duty Portable Desk with Carrying Handle for Camping Picnic Party", "asin": "B0DK2S49X2", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members Only 5 left in stock - order soon."},
{"title": "HOOBRO 29.5\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01", "asin": "B0C1NWN2JS", "price": "$41.39", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Artmeer Bed Tray Table with Folding Legs,Bamboo Breakfast in Bed for TV Table, Laptop Computer Tray,Eating,Snack Tray(Bamboo)", "asin": "B0BTRW29LM", "price": "$13.49", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Flash Furniture Dunham 2.83' Square Plastic Folding Event Table with Carrying Handle, Bi-Fold Banquet Table for Indoor/Outdoor Events, Dark Gray", "asin": "B078XXYQT2", "price": "$56.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "VASAGLE Computer Desk, Gaming Desk, Home Office Desk, for Small Spaces, 19.7 x 39.4 x 29.9 Inches, Industrial Style, Metal Frame, Rustic Brown and Black ULWD41X", "asin": "B0823B125H", "price": "$45.99", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\"L x 19\"W x 26\"H", "asin": "B07MDJM5QD", "price": "$76.29", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Lifetime 80251 Adjustable Folding Laptop Table TV Tray, 26 Inch, White Granite", "asin": "B0074HYWFG", "price": "$29.97", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "HOOBRO End Table with Charging Station and USB Ports, Small Side Table for Small Space, 3-Tier Nightstand with Adjustable Shelf, for Living Room, Bedroom and Balcony, Rustic Brown BF112BZ01", "asin": "B09X395CNV", "price": "$35.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Furinno Simplistic Set of 2 End Table, Dark Walnut", "asin": "B075PYBGKK", "price": "$42.27", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Living and More 4 Foot Height Adjustable Fold-in-Half Table with Carrying Handle, Easy Folding and Storage, Indoor Outdoor Use, White, 4ft_Straight Legs", "asin": "B09H2ZY67H", "price": "$37.98", "delivery": " Two-Day FREE delivery Sat, Apr 12 Only 3 left in stock - order soon."},
{"title": "HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01", "asin": "B09MTGKK9R", "price": "$21.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch", "asin": "B0CK8H31Y1", "price": "$55.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "VASAGLE Side Table, Round End Table with 2 Storage Shelves for Living Room, Bedroom, Nightstand with Steel Frame for Small Spaces, Accent Coffee Table, Greige and Ink Black", "asin": "B07XXLG1JG", "price": "$53.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T03:55:57.433Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T03:55:57.433Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T03:55:57.433Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 996,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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\", 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Vintage Brown, 70.8 Inch\", \"asin\": \"B0BMFDVSCH\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"70.9\\\" Console Table with Power Outlets, Sofa Tables Narrow Long, Industrial Behind Couch Table, for Hallway, Entryway, Living Room, Rustic Brown and Black CT185UBR\", \"asin\": \"B0D1G7M1WN\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"DUMOS 32 Inch Office Small Computer Desk Modern Simple Style Writing Study Work Table for Home Bedroom - Wood Brown\", \"asin\": \"B0DQKT5826\", \"price\": \"$26.92\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space\", \"asin\": \"B0B93L5WPW\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Huuger Modern Simple Office Desk - 55 Inch, Gaming & Work Desk with Storage, Large Legroom, Metal Frame, Rustic Brown\", \"asin\": \"B0CS3K9CWC\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Furinno Just 3-Tier Turn-N-Tube End Table / Side Table / Night Stand / Bedside Table with Plastic Poles, 1-Pack, Columbia Walnut/Black\", \"asin\": \"B07FKX3H1H\", \"price\": \"$18.19\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO Computer Desk, Home Office Desk with Power Outlet, Modern Study Writing Desk with 3 Hooks for Study Room, Home Office, Sturdy and Stable, Easy to Assemble, Charcoal Gray and Black BC41UDN01\", \"asin\": \"B0CBX3Q6FQ\", \"price\": \"$61.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Best Choice Products 4ft Plastic Folding Table, Indoor Outdoor Heavy Duty Portable w/Handle, Lock for Picnic, Party, Camping - Black\", \"asin\": \"B0CJL65PLM\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown\", \"asin\": \"B0CHDKQFJ8\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO End Table, 3-Tier Narrow Side Table, Nightstand with 2 Flat or Slant Adjustable Shelves for Small Spaces, Hallway, Living Room, Bedroom, Sturdy, Easy Assembly, Rustic Brown and Black BF23BZ01G1\", \"asin\": \"B086KWJXLC\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)\", \"asin\": \"B07DRGZMHQ\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"FURINNO Turn-N-Tube Haydn End Table, 1-Pack, Walnut/Brown\", \"asin\": \"B07G24DQMP\", \"price\": \"$29.77\", \"delivery\": \"FREE delivery Sun, Apr 13 Only 8 left in stock (more on the way).\"},\n{\"title\": \"Vaunn Medical Adjustable Overbed Bedside Table With Wheels (Hospital and Home Use)\", \"asin\": \"B00QMNTMXA\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Kitstorack TV Tray Table, Adjustable Height & 90\\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces\", \"asin\": \"B0DGPJZNQ3\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame\", \"asin\": \"B00OYJCM0O\", \"price\": \"$87.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Iceberg Small Camping Personal Folding Table, Heavy Duty Utility Table, Adjustable Height, Charcoal, 19.5\\u201d L x 30\\u201d W x 28\\\" H\", \"asin\": \"B018245UXC\", \"price\": \"$51.12\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Gocamptoo Folding Table,4ft Indoor Outdoor Heavy Duty Portable Folding Square Plastic Dining Table w/Handle, Lock for Picnic, Party, Camping (4 FT) \\u2026\", \"asin\": \"B09GXZ59ZJ\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black\", \"asin\": \"B0CNVVYTX2\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tribesigns 79-Inch Extra Long Desk, Two Person Desk Double Desk for Home Office, Wooden Long Computer Desk, Writing Table Study Desk for Office, Brown\", \"asin\": \"B0DJ8T2RTH\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 8 left in stock - order soon.\"},\n{\"title\": \"OLIXIS Computer Office Desk, 48 Inch Writing Work Study PC Wood Modern Desk with Storage Bag & Headphone Hook Simple Bedroom for 2 Person Kids Student Table, Rustic Brown\", \"asin\": \"B0DS966ZCG\", \"price\": \"$39.93\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"6FT Picnic Table Folding Table Camping Table Plastic Table Fold Up Table Lock for Party Event,White\", \"asin\": \"B08PDZBQ3N\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment, FSA/HSA Eligible, Standing Desk or Hospital Tray Table, Bedside Rolling Overbed Table, Silver Vein\", \"asin\": \"B002VWJZ8S\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown\", \"asin\": \"B0CQC7LCMW\", \"price\": \"$58.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Sweetcrispy 6ft Plastic Folding Table Outdoor Indoor Heavy Duty Portable Desk with Carrying Handle for Camping Picnic Party\", \"asin\": \"B0DK2S49X2\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members Only 5 left in stock - order soon.\"},\n{\"title\": \"HOOBRO 29.5\\\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01\", \"asin\": \"B0C1NWN2JS\", \"price\": \"$41.39\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Artmeer Bed Tray Table with Folding Legs,Bamboo Breakfast in Bed for TV Table, Laptop Computer Tray,Eating,Snack Tray(Bamboo)\", \"asin\": \"B0BTRW29LM\", \"price\": \"$13.49\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Flash Furniture Dunham 2.83' Square Plastic Folding Event Table with Carrying Handle, Bi-Fold Banquet Table for Indoor/Outdoor Events, Dark Gray\", \"asin\": \"B078XXYQT2\", \"price\": \"$56.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"VASAGLE Computer Desk, Gaming Desk, Home Office Desk, for Small Spaces, 19.7 x 39.4 x 29.9 Inches, Industrial Style, Metal Frame, Rustic Brown and Black ULWD41X\", \"asin\": \"B0823B125H\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\\\"L x 19\\\"W x 26\\\"H\", \"asin\": \"B07MDJM5QD\", \"price\": \"$76.29\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Lifetime 80251 Adjustable Folding Laptop Table TV Tray, 26 Inch, White Granite\", \"asin\": \"B0074HYWFG\", \"price\": \"$29.97\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO End Table with Charging Station and USB Ports, Small Side Table for Small Space, 3-Tier Nightstand with Adjustable Shelf, for Living Room, Bedroom and Balcony, Rustic Brown BF112BZ01\", \"asin\": \"B09X395CNV\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Furinno Simplistic Set of 2 End Table, Dark Walnut\", \"asin\": \"B075PYBGKK\", \"price\": \"$42.27\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Living and More 4 Foot Height Adjustable Fold-in-Half Table with Carrying Handle, Easy Folding and Storage, Indoor Outdoor Use, White, 4ft_Straight Legs\", \"asin\": \"B09H2ZY67H\", \"price\": \"$37.98\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 3 left in stock - order soon.\"},\n{\"title\": \"HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01\", \"asin\": \"B09MTGKK9R\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch\", \"asin\": \"B0CK8H31Y1\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"VASAGLE Side Table, Round End Table with 2 Storage Shelves for Living Room, Bedroom, Nightstand with Steel Frame for Small Spaces, Accent Coffee Table, Greige and Ink Black\", \"asin\": \"B07XXLG1JG\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:55:57.433Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"deep table\"}],\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\": \"$21.08\", \"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\": \"94.4\\\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown\", \"asin\": \"B0DF25TNCG\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"FLEXISPOT EN1 Bamboo Standing Desk, 55 x 28 Inches Whole-Piece Electric Adjustable Height Sit Stand Table, Home Office (White Frame + Bamboo Top, 2 Packages)\", \"asin\": \"B08K71F3VX\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Tribesigns Modern Computer Desk, 70.8 x 31.5 inch Large Office Desk Computer Table Study Writing Desk Workstation for Home Office, Rustic/Black\", \"asin\": \"B09T6VMHRS\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"4 Legs Standing Desk, Large 71x31 Inches Electric Adjustable Height Desk with Splice Board, Stand Up Desk Home Office Computer Workstation, White\", \"asin\": \"B0DM5X7TMW\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"NSdirect Modern Computer Desk 63 Inch Large Office Desk, Writing Study Table for Home Office Desk Workstation Wide Metal Sturdy Frame Thicker Steel Legs, White\", \"asin\": \"B085PVV9RH\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 47 inch)\", \"asin\": \"B09D7925RB\", \"price\": \"$45.21\", \"quantity\": \"\"},\n{\"title\": \"NSdirect Modern Computer Desk 63 Inch Large Office Desk, Writing Study Table for Home Office Desk Workstation Wide Metal Sturdy Frame Thicker Steel Legs, White\", \"asin\": \"B085PVV9RH\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Huuger Computer Desk, 70 Inch Office Desk, Gaming Desk with Storage, Writing Desk Work Desk for Home Office, Study, Long Simple Desk, Large Legroom, Metal Frame, Rustic Brown and Black\", \"asin\": \"B0CS3P5L9R\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Unikito Reversible L Shaped Desk with Magic Power Outlets and Smart LED Light, Sturdy Corner Computer Desk with Monitor Stand & Storage Shelves, Gaming Table Home Office Desk, Easy Assembly, Black\", \"asin\": \"B0CT7XYG35\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"8 Foot Folding Table Portable Heavy Duty 8ft Plastic Foldable Table with Handle Indoor Outdoor White 8' Dining Table for Picnic, Party and Camping\", \"asin\": \"B0DD2TDVTW\", \"price\": \"$129.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"LITTLE TREE 70.8-Inch Office Desk, Wooden Executive Office Desk, Modern Work Desk, Large Farmhouse Writing Table Computer Desk for Home, Brown-Black\", \"asin\": \"B0DCZB45PD\"},\n{\"title\": \"LITTLE TREE 82.67\\\" Long Executive Desk with Drawers, Large L-Shaped Office Desk with Mobile File Cabinet, Farmhouse Computer Office Furniture Work Desk with Storage for Home Office, Gray\", \"asin\": \"B0DK1BY1RD\"},\n{\"title\": \"LITTLE TREE 63 Inches Reception Desk, Modern Reception Table with LED Light, Front Counter Desk, Wooden Checkout Counter for Lobbies, Salons, Retail, Home Offices, Reception Room, Black & Brown\", \"asin\": \"B0D9LMFQYD\"}],\n\"search_results\": [{\"title\": \"FLEXISPOT E6 Essential Bamboo 3 Stages Dual Motor 55x28 Inch Electric Height Adjustable Standing Whole-Piece Board Desk Sit Stand Up Desk (White Frame + Bamboo Desktop)\", \"asin\": \"B09DYF1SRQ\", \"price\": \"$359.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Tribesigns Modern Computer Desk, 70.8 x 31.5 inch Large Office Desk Computer Table Study Writing Desk Workstation for Home Office, Rustic/Black\", \"asin\": \"B09T6VMHRS\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Sat, Apr 12\"},\n{\"title\": \"FLEXISPOT E6 MAX Bamboo Dual Motor 3 Stages Standing Desk 60x30 Inch Whole-Piece Board Electric Height Adjustable Stand Up Desk Large Load Capacity(White Frame + Bamboo Desktop)\", \"asin\": \"B0CWG8CNV1\", \"price\": \"$499.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"FLEXISPOT EN1 Bamboo Standing Desk, 55 x 28 Inches Whole-Piece Electric Adjustable Height Sit Stand Table, Home Office (White Frame + Bamboo Top, 2 Packages)\", \"asin\": \"B08K71F3VX\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"94.4\\\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown\", \"asin\": \"B0DF25TNCG\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Tribesigns Modern Computer Desk, 63 x 31.5 inch Large Executive Office Desk Computer Table Study Writing Desk Workstation for Home Office, Spliced Desktop, White\", \"asin\": \"B0BRVC7Y7W\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sat, Apr 12\"},\n{\"title\": \"Agilestic Electric L-Shaped Standing Desk, 55 Inches Height Adjustable, Sit and Stand Up for Work Office Home, Ergonomic Rising Computer Table With Splice Board, Rustic Brown\", \"asin\": \"B0D22KBL9Y\", \"price\": \"$169.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table\", \"asin\": \"B0CYZVFK28\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"LVB Long Rustic Computer Desk, Industrial Large Wood Metal Office Desk, Modern Pc Study Gaming Writing Table for Two Person, Workstation Executive Desk for Home Bedroom Living Room, Dark Gray, 70 Inch\", \"asin\": \"B0CN6KGHV6\", \"price\": \"$179.95\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 2 left in stock - order soon.\"},\n{\"title\": \"Coleshome 71 Inch Computer Desk with USB Ports, Large Office Desk, Long Study Student Writing Desk, Rustic Brown\", \"asin\": \"B0D73MSXRS\", \"price\": \"$109.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"ZINUS Jennifer 55 Inch Black Frame Desk, Computer Workstation, Office Desk, Easy Assembly, Deep Espresso\", \"asin\": \"B075F9KPQH\", \"price\": \"$76.50\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"4 Legs Standing Desk, Large 71x31 Inches Electric Adjustable Height Desk with Splice Board, Stand Up Desk Home Office Computer Workstation, White\", \"asin\": \"B0DM5X7TMW\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 3 left in stock - order soon.\"},\n{\"title\": \"NSdirect Modern Computer Desk 63 Inch Large Office Desk, Writing Study Table for Home Office Desk Workstation Wide Metal Sturdy Frame Thicker Steel Legs, White\", \"asin\": \"B085PVV9RH\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Sat, Apr 12 Only 19 left in stock - order soon.\"},\n{\"title\": \"Marsail Electric Standing Desk with One-Whole Piece Desktop,48\\\"x30\\\" Height Adjustable Office Gaming Computer Deskwith Deeper Tabletop,Home Office Stand up Table with 4 Memory Presets,Deskfor Bedroom\", \"asin\": \"B0DK9BMYZ6\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 14 - 16 Only 13 left in stock - order soon.\"},\n{\"title\": \"Tohomeor Skinny 5.9\\\" Console Table 47.24\\\" Narrow Long Sofa Table with Power Outlets USB Ports Industrial Wooden Entry Table for Entryway Living Room Hallway (Brown, L-94.4xW-5.91)\", \"asin\": \"B0BZHL38WL\", \"price\": \"$99.89\", \"delivery\": \"FREE delivery Apr 21 - 22\"},\n{\"title\": \"Sweetcrispy Computer Small Office Desk 32 Inch Student Kids Study Writing Work with Headphone Hooks & Storage Bag Modern Simple PC Home Bedroom Table - Rustic Brown\", \"asin\": \"B0DGDJSCFX\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Tribesigns Modern Computer Desk, 63 x 31.5 inch Large Office Desk Computer Table Study Writing Desk Workstation for Home Office, Vintage Black Metal Frame\", \"asin\": \"B0CTCRC41L\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 16 left in stock - order soon.\"},\n{\"title\": \"VASAGLE Computer Desk, Gaming Desk, Home Office Desk, for Small Spaces, 19.7 x 31.5 x 29.5 Inches, Industrial Style, Metal Frame, Black with Wood Grain ULWD038B56\", \"asin\": \"B0BSFMX216\", \"price\": \"$57.38\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Coleshome 48 Inch Computer Desk, Modern Simple Style Desk for Home Office, Study Student Writing Desk, Deep Brown\", \"asin\": \"B0BWJM3V38\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"FLEXISPOT E3 Dual Motor Electric Standing Desk 55x28 Inch Whole-Piece Board Height Adjustable Desk Electric Sit Stand Desk (Black Frame + Maple Desktop, 2 Packages)\", \"asin\": \"B0DRVH5R3D\", \"price\": \"$269.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"Huuger Computer Desk, 70 Inch Office Desk, Gaming Desk with Storage, Writing Desk Work Desk for Home Office, Study, Long Simple Desk, Large Legroom, Metal Frame, Rustic Brown and Black\", \"asin\": \"B0CS3P5L9R\", \"price\": \"$119.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"SANODESK 71-Inch Large Dual Motor L-Shaped Electric Height Adjustable Standing Desk - Reversible Panel - White Top/White Frame - Ideal for Gaming, Home Office or Computer Workstation\", \"asin\": \"B09X34ZG53\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\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, Hallway, Rusitc Brown\", \"asin\": \"B0D83DDQ96\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Huuger Computer Desk, 63 Inch Office Desk, Gaming Desk with Storage, Writing Desk Work Desk for Home Office, Study, Modern Simple Desk, Large Legroom, Metal Frame, Rustic Brown and Black\", \"asin\": \"B0CS3LVKDN\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tribesigns Computer Executive Desk with Drawers: 63\\\" Computer Desk with 4 Storage Drawers, Wood Farmhouse Study Writing Table, Herringbone Business Furniture for Home Office\", \"asin\": \"B0CHMLW8NJ\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 18 Only 9 left in stock - order soon.\"},\n{\"title\": \"Tribesigns 63 inches Computer Desk with Bottom Storage Shelf Home Office Desk Writing Table for Workstation,Dark Walnut + Steel Leg\\uff0c Cabinet not Included (Walnul, 63-inch-with Shelf)\", \"asin\": \"B0CST14LNF\", \"price\": \"$192.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Rolanstar Console Table with Power Outlet, Narrow Sofa Table, 55.1\\\" x 11.8\\\" Farmhouse Table Behind Sofa Couch Hallway Entrance for Living Room, Entryway, Foyer, with Metal Frame, Rustic Brown\", \"asin\": \"B097TKMSCN\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"HUANUO 63\\\" x 28\\\" Electric Standing Desk Adjustable Height, 4 Memory Height Settings, Headphone Hook, Cable Manager, Sit Stand Up Desk for Home Office & Computer Workstation, Vintage Brown\", \"asin\": \"B0D3YFQTZV\", \"price\": \"$209.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"Huuger 55 Inch Desk with Power Outlets & USB-C, Deeper & Thicker Desktop, Robust Metal Tubes, Computer Desk, Heavy Duty Office Desk, Work Gaming Desk for Home Office, Rustic Brown\", \"asin\": \"B0DSZRVZQP\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Huuger 48 Inch Desk with Power Outlets & USB-C, Deeper & Thicker Desktop, Robust Metal Tubes, Computer Desk, Heavy Duty Office Desk, Work Gaming Desk for Home Office, Rustic Brown\", \"asin\": \"B0DSZQBP9C\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"POPRUN Writing Computer Desk 59 Inch\\uff0860\\\"x 30\\\"\\uff09Home Office Wooden Writing Study Desk, Large Solid Wood Office Desk, Modern Excutive Desk, Sturdy Laptop Study Table, Walnut - Solid Tabletop made of MDF\", \"asin\": \"B08CB4H49B\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery Sat, Apr 12\"},\n{\"title\": \"VASAGLE Console Table, 2-Tier Sofa Table, 7.9 x 31.5 x 31.5 Inches, Narrow Entryway Table, Modern Entry Table with 2 Shelves, for Living Room, Bedroom, Charcoal Gray and Ink Black ULNT130B22\", \"asin\": \"B0CR383LQ8\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Computer Desk with Storage Drawers, Small Office Desk Modern Simple Study Writing Table for Home Bedroom, Spacious 47X24 Inch Desktop with 2-Tier Drawer, Black\", \"asin\": \"B0D93Y81RT\", \"price\": \"$55.44\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Claiks Electric Standing Desk, Adjustable Height Stand up Desk, 24x48 Inches Sit Stand Home Office Desk with Splice Board, Black Frame/Rustic Brown Top\", \"asin\": \"B0BZ7GXM4M\", \"price\": \"$109.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Console Table, 31.5'' Narrow Long Entryway Table, 5-Tier Thin Sofa Table with Open Storage Shelves, Foyer Table for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black CTHR13101\", \"asin\": \"B0DM96YW7Q\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"CubiCubi L Shaped Desk, 40 Inch Computer Desk with Reversible Storage Shelves Home Office Corner Desk Study Writing Table, Deep Brown\", \"asin\": \"B09J4W7WTB\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Marsail Electric Standing Desk with One-Whole Piece Desktop,48\\\"x30\\\" Height Adjustable Office Gaming Computer Deskwith Deeper Tabletop,Home Office Stand up Table with 4 Memory Presets,Deskfor Bedroom\", \"asin\": \"B0DK9BMYZ6\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 14 - 16 Only 13 left in stock - order soon.\"},\n{\"title\": \"Tribesigns 70.8-Inch Executive Desk, Large Computer Office Desk Workstation, Modern Simple Style Laptop Desk Study Writing Table Business Furniture for Home Office (Brown/Black, 70.8 Inch)\", \"asin\": \"B0CH8BHC6Y\", \"price\": \"$228.99\", \"delivery\": \"FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tribesigns 63-inch Executive Desk, Large Office Computer Desk with Extra Thick Wooden Tabletop and Metal Frame, Modern Simple Workstation Writing Table Study Desk for Home Office, Vintage Brown\", \"asin\": \"B0C4T79S1R\", \"price\": \"$189.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"FLEXISPOT EN1 Whole-Piece Standing Desk, 48 x 24 Inches Height Adjustable Desk Stand up Desk Home Office Table for Computer Laptop (White Frame + Maple Desktop)\", \"asin\": \"B0DJ2XKJJT\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"FURINNO Simplistic Study Table For Residential Use, French Oak Grey, 15.5 in x 31.5 in x 29.75 in (D x W x H)\", \"asin\": \"B07FZ7F6FH\", \"price\": \"$35.28\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Unikito Large Computer Desk, 63x31.5 Inch Large Office Desks, Premium Sturdy 2 Person Desk, 1.4\\u201d Thick Study Writing Table, Modern Laptop Computer Table for Home Office Workstation, Black Oak\", \"asin\": \"B0DBYFP42G\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"SHW Mission 32-Inch Home Office Computer Desk, Black\", \"asin\": \"B09HJFV688\", \"price\": \"$49.87\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"NSdirectModern Computer Desk 63 inch Large Office Desk Writing Study Table for Home Office Desk Workstation Wide Metal Sturdy Frame Thicker Steel Legs, Black.\", \"asin\": \"B082HXRV7G\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Coleshome 55 Inch Computer Desk, Modern Simple Style Desk for Home Office, Study Student Writing Desk, Black\", \"asin\": \"B0C6XSP299\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Huuger 48 x 28 Large Electric Standing Desk, Height Adjustable Desk, 27.6\\\" Deep Desktop, Stand up Gaming, 2 Hooks, 3 Preset Heights, for Home Office, White\", \"asin\": \"B0DT3NVGCL\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 16 left in stock - order soon.\"},\n{\"title\": \"Sweetcrispy Electric Standing Desk - 40 x 24 inch Adjustable Height Sit to Stand Up Desk with Splice Board, Rising Home Office Computer Table with 2 Hook and Wire Hole for Work\", \"asin\": \"B0CHB346TY\", \"price\": \"$119.98\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"Narrow Console Table, 47 Inch Sofa Table with Adjustable Shelf, 2-Tier Long Skinny Table for Hallway, Entryway, Living Room, Foyer, Rustic Brown\", \"asin\": \"B0B2WQ2WJP\", \"price\": \"$65.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"WOHOMO Folding Desk, 31.5\\\" Small Desk for Small Spaces, Easy Assemble Foldable Computer Desk for Laptop, Mini Portable Working Table Narrow Wooden Writing Workstation for Home Office, White\", \"asin\": \"B093X2FJQY\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HUANUO Electric Standing Desk, 71 x 35 inch Large Height Adjustable Table, Powerful Brushless Motor, 4 Memory Preset, Sit Stand Up Desk, Home Office Computer Table with Thick T-Shaped Frame\", \"asin\": \"B0D5L8Z5LG\", \"price\": \"$359.99\", \"delivery\": \"FREE delivery Apr 15 - 16\"},\n{\"title\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Nature, 32 inch)\", \"asin\": \"B0CLRGKVT4\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Mon, Apr 21 for Prime members\"},\n{\"title\": \"LITTLE TREE 63 Inch Large Executive Computer Office Desk, Brown+Black\", \"asin\": \"B0BZNV7BHF\", \"price\": \"$142.66\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Kings Brand Furniture - Entryway Table - Narrow Console Table - Console Table with Storage - Hallway Decor - Wood Console Tables for Entryway - Narrow Console Sofa Side Table - Foyer - Espresso\", \"asin\": \"B0C637YCPS\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 19 - 22\"},\n{\"title\": \"Tribesigns Computer Desk with 5 Drawers, 47 inches Rustic Brown Home Office Desk with Storage, Modern Simple Laptop Desk Study Writing Table for Small Spaces (1, Brown+Black)\", \"asin\": \"B0DF2QKN5S\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outdoor Propane Deep Fryer,Dual Tank with Dual Independent Cast Iron Burners and Thermometers,Removable Fryer Pot,Baskets & Lids, Movable Propane Fryer Cart with Regulathor,50000 BTU\", \"asin\": \"B0DR2KV86B\", \"price\": \"$246.75\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"YDN Electric Standing Desk Adjustable Height, 40 x 24 Inches Stand up Desk with Cable Management, Home Office Desks with Splice Board & White Frame, White Top\", \"asin\": \"B0F1FJXM7X\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"ChooChoo Farmhouse Console Table with Drawer for Entryway, Narrow Long Entry Table with Shelf for Living Room, Rustic Vintage Hallway Sofa Table with Stable X Supports, 40 Black\", \"asin\": \"B09XB8Y6DV\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"LITTLE TREE 70.8-Inch Office Desk, Wooden Executive Office Desk, Modern Work Desk, Large Farmhouse Writing Table Computer Desk for Home, Brown-Black\", \"asin\": \"B0DCZB45PD\", \"price\": \"$195.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Yaheetech Industrial Console Table, 3 Tier Entryway Table with Storage Shelves, Narrow Sofa Tables for Living Room, Foyer, Hallway, Entrance, Metal Frame, Rustic Brown\", \"asin\": \"B07W3KL8X2\", \"price\": \"$85.99\", \"delivery\": \"FREE delivery Apr 15 - 16\"},\n{\"title\": \"ODK Computer Writing Desk 55 inch, Sturdy Home Office Table, Work Desk with A Storage Bag and Headphone Hook, Deep Brown\", \"asin\": \"B08ZSTG918\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO Narrow Console Table, 29.5\\\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01\", \"asin\": \"B09NL1RH4D\", \"price\": \"$33.43\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"VASAGLE Console Table, 2-Tier Entryway Table with Mesh Shelf, Narrow Sofa Table, Steel Frame, Adjustable Feet, for Hallway, Living Room, Industrial Style, Rustic Brown and Black ULNT80X\", \"asin\": \"B07CN8TBHH\", \"price\": \"$66.63\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Tribesigns 78.7 Inches Extra Long Computer Desk 2 Person Desk, Double Long Desk, Workstaion for Home Office\", \"asin\": \"B0C36SM9L5\", \"price\": \"$189.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:56:12.058Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T03:56:12.058Z
|
click_product
|
B0BRVC7Y7W
|
rule
|
train
| 997 |
2025-04-11T03:56:12.058Z
|
click_product
|
B0BRVC7Y7W
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "deep table"}],
"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"},
{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$21.08", "quantity": "1"},
{"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"},
{"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"},
{"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": "94.4\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown", "asin": "B0DF25TNCG", "price": "$99.99", "quantity": ""},
{"title": "FLEXISPOT EN1 Bamboo Standing Desk, 55 x 28 Inches Whole-Piece Electric Adjustable Height Sit Stand Table, Home Office (White Frame + Bamboo Top, 2 Packages)", "asin": "B08K71F3VX", "price": "$249.99", "quantity": ""},
{"title": "Tribesigns Modern Computer Desk, 70.8 x 31.5 inch Large Office Desk Computer Table Study Writing Desk Workstation for Home Office, Rustic/Black", "asin": "B09T6VMHRS", "price": "$199.99", "quantity": ""},
{"title": "4 Legs Standing Desk, Large 71x31 Inches Electric Adjustable Height Desk with Splice Board, Stand Up Desk Home Office Computer Workstation, White", "asin": "B0DM5X7TMW", "price": "$289.99", "quantity": ""},
{"title": "NSdirect Modern Computer Desk 63 Inch Large Office Desk, Writing Study Table for Home Office Desk Workstation Wide Metal Sturdy Frame Thicker Steel Legs, White", "asin": "B085PVV9RH", "price": "$169.99", "quantity": ""},
{"title": "PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 47 inch)", "asin": "B09D7925RB", "price": "$45.21", "quantity": ""},
{"title": "NSdirect Modern Computer Desk 63 Inch Large Office Desk, Writing Study Table for Home Office Desk Workstation Wide Metal Sturdy Frame Thicker Steel Legs, White", "asin": "B085PVV9RH", "price": "$169.99", "quantity": ""},
{"title": "Huuger Computer Desk, 70 Inch Office Desk, Gaming Desk with Storage, Writing Desk Work Desk for Home Office, Study, Long Simple Desk, Large Legroom, Metal Frame, Rustic Brown and Black", "asin": "B0CS3P5L9R", "price": "$119.99", "quantity": ""},
{"title": "Unikito Reversible L Shaped Desk with Magic Power Outlets and Smart LED Light, Sturdy Corner Computer Desk with Monitor Stand & Storage Shelves, Gaming Table Home Office Desk, Easy Assembly, Black", "asin": "B0CT7XYG35", "price": "$99.99", "quantity": ""},
{"title": "8 Foot Folding Table Portable Heavy Duty 8ft Plastic Foldable Table with Handle Indoor Outdoor White 8' Dining Table for Picnic, Party and Camping", "asin": "B0DD2TDVTW", "price": "$129.99", "quantity": ""}],
"ads": [{"title": "LITTLE TREE 70.8-Inch Office Desk, Wooden Executive Office Desk, Modern Work Desk, Large Farmhouse Writing Table Computer Desk for Home, Brown-Black", "asin": "B0DCZB45PD"},
{"title": "LITTLE TREE 82.67\" Long Executive Desk with Drawers, Large L-Shaped Office Desk with Mobile File Cabinet, Farmhouse Computer Office Furniture Work Desk with Storage for Home Office, Gray", "asin": "B0DK1BY1RD"},
{"title": "LITTLE TREE 63 Inches Reception Desk, Modern Reception Table with LED Light, Front Counter Desk, Wooden Checkout Counter for Lobbies, Salons, Retail, Home Offices, Reception Room, Black & Brown", "asin": "B0D9LMFQYD"}],
"search_results": [{"title": "FLEXISPOT E6 Essential Bamboo 3 Stages Dual Motor 55x28 Inch Electric Height Adjustable Standing Whole-Piece Board Desk Sit Stand Up Desk (White Frame + Bamboo Desktop)", "asin": "B09DYF1SRQ", "price": "$359.99", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "Tribesigns Modern Computer Desk, 70.8 x 31.5 inch Large Office Desk Computer Table Study Writing Desk Workstation for Home Office, Rustic/Black", "asin": "B09T6VMHRS", "price": "$199.99", "delivery": "FREE delivery Sat, Apr 12"},
{"title": "FLEXISPOT E6 MAX Bamboo Dual Motor 3 Stages Standing Desk 60x30 Inch Whole-Piece Board Electric Height Adjustable Stand Up Desk Large Load Capacity(White Frame + Bamboo Desktop)", "asin": "B0CWG8CNV1", "price": "$499.99", "delivery": "FREE delivery Apr 15 - 17"},
{"title": "FLEXISPOT EN1 Bamboo Standing Desk, 55 x 28 Inches Whole-Piece Electric Adjustable Height Sit Stand Table, Home Office (White Frame + Bamboo Top, 2 Packages)", "asin": "B08K71F3VX", "price": "$249.99", "delivery": "FREE delivery Apr 15 - 17"},
{"title": "94.4\" Extra Long Console Table with Charging Station - Metal Frame Sofa Table with 2 Power Outlets & 2 USB Ports, with Extension Cord, Behind Couch Table for Living Room, Rustic Brown", "asin": "B0DF25TNCG", "price": "$99.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Tribesigns Modern Computer Desk, 63 x 31.5 inch Large Executive Office Desk Computer Table Study Writing Desk Workstation for Home Office, Spliced Desktop, White", "asin": "B0BRVC7Y7W", "price": "$159.99", "delivery": "FREE delivery Sat, Apr 12"},
{"title": "Agilestic Electric L-Shaped Standing Desk, 55 Inches Height Adjustable, Sit and Stand Up for Work Office Home, Ergonomic Rising Computer Table With Splice Board, Rustic Brown", "asin": "B0D22KBL9Y", "price": "$169.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table", "asin": "B0CYZVFK28", "price": "$109.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "LVB Long Rustic Computer Desk, Industrial Large Wood Metal Office Desk, Modern Pc Study Gaming Writing Table for Two Person, Workstation Executive Desk for Home Bedroom Living Room, Dark Gray, 70 Inch", "asin": "B0CN6KGHV6", "price": "$179.95", "delivery": "FREE delivery Apr 15 - 18 Only 2 left in stock - order soon."},
{"title": "Coleshome 71 Inch Computer Desk with USB Ports, Large Office Desk, Long Study Student Writing Desk, Rustic Brown", "asin": "B0D73MSXRS", "price": "$109.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "ZINUS Jennifer 55 Inch Black Frame Desk, Computer Workstation, Office Desk, Easy Assembly, Deep Espresso", "asin": "B075F9KPQH", "price": "$76.50", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "4 Legs Standing Desk, Large 71x31 Inches Electric Adjustable Height Desk with Splice Board, Stand Up Desk Home Office Computer Workstation, White", "asin": "B0DM5X7TMW", "price": "$289.99", "delivery": "FREE delivery Apr 16 - 18 Only 3 left in stock - order soon."},
{"title": "NSdirect Modern Computer Desk 63 Inch Large Office Desk, Writing Study Table for Home Office Desk Workstation Wide Metal Sturdy Frame Thicker Steel Legs, White", "asin": "B085PVV9RH", "price": "$169.99", "delivery": "FREE delivery Sat, Apr 12 Only 19 left in stock - order soon."},
{"title": "Marsail Electric Standing Desk with One-Whole Piece Desktop,48\"x30\" Height Adjustable Office Gaming Computer Deskwith Deeper Tabletop,Home Office Stand up Table with 4 Memory Presets,Deskfor Bedroom", "asin": "B0DK9BMYZ6", "price": "$159.99", "delivery": "FREE delivery Apr 14 - 16 Only 13 left in stock - order soon."},
{"title": "Tohomeor Skinny 5.9\" Console Table 47.24\" Narrow Long Sofa Table with Power Outlets USB Ports Industrial Wooden Entry Table for Entryway Living Room Hallway (Brown, L-94.4xW-5.91)", "asin": "B0BZHL38WL", "price": "$99.89", "delivery": "FREE delivery Apr 21 - 22"},
{"title": "Sweetcrispy Computer Small Office Desk 32 Inch Student Kids Study Writing Work with Headphone Hooks & Storage Bag Modern Simple PC Home Bedroom Table - Rustic Brown", "asin": "B0DGDJSCFX", "price": "$39.99", "delivery": "FREE delivery Wed, Apr 16 for Prime members Only 1 left in stock - order soon."},
{"title": "Tribesigns Modern Computer Desk, 63 x 31.5 inch Large Office Desk Computer Table Study Writing Desk Workstation for Home Office, Vintage Black Metal Frame", "asin": "B0CTCRC41L", "price": "$139.99", "delivery": "FREE delivery Wed, Apr 16 Only 16 left in stock - order soon."},
{"title": "VASAGLE Computer Desk, Gaming Desk, Home Office Desk, for Small Spaces, 19.7 x 31.5 x 29.5 Inches, Industrial Style, Metal Frame, Black with Wood Grain ULWD038B56", "asin": "B0BSFMX216", "price": "$57.38", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Coleshome 48 Inch Computer Desk, Modern Simple Style Desk for Home Office, Study Student Writing Desk, Deep Brown", "asin": "B0BWJM3V38", "price": "$79.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "FLEXISPOT E3 Dual Motor Electric Standing Desk 55x28 Inch Whole-Piece Board Height Adjustable Desk Electric Sit Stand Desk (Black Frame + Maple Desktop, 2 Packages)", "asin": "B0DRVH5R3D", "price": "$269.99", "delivery": "FREE delivery Apr 15 - 17"},
{"title": "Huuger Computer Desk, 70 Inch Office Desk, Gaming Desk with Storage, Writing Desk Work Desk for Home Office, Study, Long Simple Desk, Large Legroom, Metal Frame, Rustic Brown and Black", "asin": "B0CS3P5L9R", "price": "$119.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "SANODESK 71-Inch Large Dual Motor L-Shaped Electric Height Adjustable Standing Desk - Reversible Panel - White Top/White Frame - Ideal for Gaming, Home Office or Computer Workstation", "asin": "B09X34ZG53", "price": "$299.99", "delivery": "FREE delivery Apr 15 - 17"},
{"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, Hallway, Rusitc Brown", "asin": "B0D83DDQ96", "price": "$67.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Huuger Computer Desk, 63 Inch Office Desk, Gaming Desk with Storage, Writing Desk Work Desk for Home Office, Study, Modern Simple Desk, Large Legroom, Metal Frame, Rustic Brown and Black", "asin": "B0CS3LVKDN", "price": "$89.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Tribesigns Computer Executive Desk with Drawers: 63\" Computer Desk with 4 Storage Drawers, Wood Farmhouse Study Writing Table, Herringbone Business Furniture for Home Office", "asin": "B0CHMLW8NJ", "price": "$129.99", "delivery": "FREE delivery Apr 15 - 18 Only 9 left in stock - order soon."},
{"title": "Tribesigns 63 inches Computer Desk with Bottom Storage Shelf Home Office Desk Writing Table for Workstation,Dark Walnut + Steel Leg\uff0c Cabinet not Included (Walnul, 63-inch-with Shelf)", "asin": "B0CST14LNF", "price": "$192.99", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "Rolanstar Console Table with Power Outlet, Narrow Sofa Table, 55.1\" x 11.8\" Farmhouse Table Behind Sofa Couch Hallway Entrance for Living Room, Entryway, Foyer, with Metal Frame, Rustic Brown", "asin": "B097TKMSCN", "price": "$59.99", "delivery": "FREE delivery Apr 15 - 17"},
{"title": "HUANUO 63\" x 28\" Electric Standing Desk Adjustable Height, 4 Memory Height Settings, Headphone Hook, Cable Manager, Sit Stand Up Desk for Home Office & Computer Workstation, Vintage Brown", "asin": "B0D3YFQTZV", "price": "$209.99", "delivery": "FREE delivery Apr 15 - 17"},
{"title": "Huuger 55 Inch Desk with Power Outlets & USB-C, Deeper & Thicker Desktop, Robust Metal Tubes, Computer Desk, Heavy Duty Office Desk, Work Gaming Desk for Home Office, Rustic Brown", "asin": "B0DSZRVZQP", "price": "$119.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "Huuger 48 Inch Desk with Power Outlets & USB-C, Deeper & Thicker Desktop, Robust Metal Tubes, Computer Desk, Heavy Duty Office Desk, Work Gaming Desk for Home Office, Rustic Brown", "asin": "B0DSZQBP9C", "price": "$119.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "POPRUN Writing Computer Desk 59 Inch\uff0860\"x 30\"\uff09Home Office Wooden Writing Study Desk, Large Solid Wood Office Desk, Modern Excutive Desk, Sturdy Laptop Study Table, Walnut - Solid Tabletop made of MDF", "asin": "B08CB4H49B", "price": "$289.99", "delivery": "FREE delivery Sat, Apr 12"},
{"title": "VASAGLE Console Table, 2-Tier Sofa Table, 7.9 x 31.5 x 31.5 Inches, Narrow Entryway Table, Modern Entry Table with 2 Shelves, for Living Room, Bedroom, Charcoal Gray and Ink Black ULNT130B22", "asin": "B0CR383LQ8", "price": "$39.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Computer Desk with Storage Drawers, Small Office Desk Modern Simple Study Writing Table for Home Bedroom, Spacious 47X24 Inch Desktop with 2-Tier Drawer, Black", "asin": "B0D93Y81RT", "price": "$55.44", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "Claiks Electric Standing Desk, Adjustable Height Stand up Desk, 24x48 Inches Sit Stand Home Office Desk with Splice Board, Black Frame/Rustic Brown Top", "asin": "B0BZ7GXM4M", "price": "$109.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Console Table, 31.5'' Narrow Long Entryway Table, 5-Tier Thin Sofa Table with Open Storage Shelves, Foyer Table for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black CTHR13101", "asin": "B0DM96YW7Q", "price": "$45.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "CubiCubi L Shaped Desk, 40 Inch Computer Desk with Reversible Storage Shelves Home Office Corner Desk Study Writing Table, Deep Brown", "asin": "B09J4W7WTB", "price": "$49.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Marsail Electric Standing Desk with One-Whole Piece Desktop,48\"x30\" Height Adjustable Office Gaming Computer Deskwith Deeper Tabletop,Home Office Stand up Table with 4 Memory Presets,Deskfor Bedroom", "asin": "B0DK9BMYZ6", "price": "$159.99", "delivery": "FREE delivery Apr 14 - 16 Only 13 left in stock - order soon."},
{"title": "Tribesigns 70.8-Inch Executive Desk, Large Computer Office Desk Workstation, Modern Simple Style Laptop Desk Study Writing Table Business Furniture for Home Office (Brown/Black, 70.8 Inch)", "asin": "B0CH8BHC6Y", "price": "$228.99", "delivery": "FREE delivery Sat, Apr 12"},
{"title": "Tribesigns 63-inch Executive Desk, Large Office Computer Desk with Extra Thick Wooden Tabletop and Metal Frame, Modern Simple Workstation Writing Table Study Desk for Home Office, Vintage Brown", "asin": "B0C4T79S1R", "price": "$189.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "FLEXISPOT EN1 Whole-Piece Standing Desk, 48 x 24 Inches Height Adjustable Desk Stand up Desk Home Office Table for Computer Laptop (White Frame + Maple Desktop)", "asin": "B0DJ2XKJJT", "price": "$129.99", "delivery": "FREE delivery Apr 15 - 17"},
{"title": "FURINNO Simplistic Study Table For Residential Use, French Oak Grey, 15.5 in x 31.5 in x 29.75 in (D x W x H)", "asin": "B07FZ7F6FH", "price": "$35.28", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "Unikito Large Computer Desk, 63x31.5 Inch Large Office Desks, Premium Sturdy 2 Person Desk, 1.4\u201d Thick Study Writing Table, Modern Laptop Computer Table for Home Office Workstation, Black Oak", "asin": "B0DBYFP42G", "price": "$149.99", "delivery": "FREE delivery Apr 17 - 21"},
{"title": "SHW Mission 32-Inch Home Office Computer Desk, Black", "asin": "B09HJFV688", "price": "$49.87", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "NSdirectModern Computer Desk 63 inch Large Office Desk Writing Study Table for Home Office Desk Workstation Wide Metal Sturdy Frame Thicker Steel Legs, Black.", "asin": "B082HXRV7G", "price": "$169.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "Coleshome 55 Inch Computer Desk, Modern Simple Style Desk for Home Office, Study Student Writing Desk, Black", "asin": "B0C6XSP299", "price": "$49.99", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Huuger 48 x 28 Large Electric Standing Desk, Height Adjustable Desk, 27.6\" Deep Desktop, Stand up Gaming, 2 Hooks, 3 Preset Heights, for Home Office, White", "asin": "B0DT3NVGCL", "price": "$149.99", "delivery": " Two-Day FREE delivery Sat, Apr 12 Only 16 left in stock - order soon."},
{"title": "Sweetcrispy Electric Standing Desk - 40 x 24 inch Adjustable Height Sit to Stand Up Desk with Splice Board, Rising Home Office Computer Table with 2 Hook and Wire Hole for Work", "asin": "B0CHB346TY", "price": "$119.98", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "Narrow Console Table, 47 Inch Sofa Table with Adjustable Shelf, 2-Tier Long Skinny Table for Hallway, Entryway, Living Room, Foyer, Rustic Brown", "asin": "B0B2WQ2WJP", "price": "$65.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "WOHOMO Folding Desk, 31.5\" Small Desk for Small Spaces, Easy Assemble Foldable Computer Desk for Laptop, Mini Portable Working Table Narrow Wooden Writing Workstation for Home Office, White", "asin": "B093X2FJQY", "price": "$66.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "HUANUO Electric Standing Desk, 71 x 35 inch Large Height Adjustable Table, Powerful Brushless Motor, 4 Memory Preset, Sit Stand Up Desk, Home Office Computer Table with Thick T-Shaped Frame", "asin": "B0D5L8Z5LG", "price": "$359.99", "delivery": "FREE delivery Apr 15 - 16"},
{"title": "PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Nature, 32 inch)", "asin": "B0CLRGKVT4", "price": "$26.99", "delivery": "FREE delivery Mon, Apr 21 for Prime members"},
{"title": "LITTLE TREE 63 Inch Large Executive Computer Office Desk, Brown+Black", "asin": "B0BZNV7BHF", "price": "$142.66", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Kings Brand Furniture - Entryway Table - Narrow Console Table - Console Table with Storage - Hallway Decor - Wood Console Tables for Entryway - Narrow Console Sofa Side Table - Foyer - Espresso", "asin": "B0C637YCPS", "price": "$69.99", "delivery": "FREE delivery Apr 19 - 22"},
{"title": "Tribesigns Computer Desk with 5 Drawers, 47 inches Rustic Brown Home Office Desk with Storage, Modern Simple Laptop Desk Study Writing Table for Small Spaces (1, Brown+Black)", "asin": "B0DF2QKN5S", "price": "$149.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Outdoor Propane Deep Fryer,Dual Tank with Dual Independent Cast Iron Burners and Thermometers,Removable Fryer Pot,Baskets & Lids, Movable Propane Fryer Cart with Regulathor,50000 BTU", "asin": "B0DR2KV86B", "price": "$246.75", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "YDN Electric Standing Desk Adjustable Height, 40 x 24 Inches Stand up Desk with Cable Management, Home Office Desks with Splice Board & White Frame, White Top", "asin": "B0F1FJXM7X", "price": "$79.99", "delivery": "FREE delivery Apr 15 - 17"},
{"title": "ChooChoo Farmhouse Console Table with Drawer for Entryway, Narrow Long Entry Table with Shelf for Living Room, Rustic Vintage Hallway Sofa Table with Stable X Supports, 40 Black", "asin": "B09XB8Y6DV", "price": "$89.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "LITTLE TREE 70.8-Inch Office Desk, Wooden Executive Office Desk, Modern Work Desk, Large Farmhouse Writing Table Computer Desk for Home, Brown-Black", "asin": "B0DCZB45PD", "price": "$195.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Yaheetech Industrial Console Table, 3 Tier Entryway Table with Storage Shelves, Narrow Sofa Tables for Living Room, Foyer, Hallway, Entrance, Metal Frame, Rustic Brown", "asin": "B07W3KL8X2", "price": "$85.99", "delivery": "FREE delivery Apr 15 - 16"},
{"title": "ODK Computer Writing Desk 55 inch, Sturdy Home Office Table, Work Desk with A Storage Bag and Headphone Hook, Deep Brown", "asin": "B08ZSTG918", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "HOOBRO Narrow Console Table, 29.5\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01", "asin": "B09NL1RH4D", "price": "$33.43", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "VASAGLE Console Table, 2-Tier Entryway Table with Mesh Shelf, Narrow Sofa Table, Steel Frame, Adjustable Feet, for Hallway, Living Room, Industrial Style, Rustic Brown and Black ULNT80X", "asin": "B07CN8TBHH", "price": "$66.63", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Tribesigns 78.7 Inches Extra Long Computer Desk 2 Person Desk, Double Long Desk, Workstaion for Home Office", "asin": "B0C36SM9L5", "price": "$189.99", "delivery": "FREE delivery Apr 15 - 18"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T03:56:12.058Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T03:56:12.058Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BRVC7Y7W\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T03:56:12.058Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BRVC7Y7W\",}</answer>",
"index": 997,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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\": 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18 Only 9 left in stock - order soon.\"},\n{\"title\": \"Tribesigns 63 inches Computer Desk with Bottom Storage Shelf Home Office Desk Writing Table for Workstation,Dark Walnut + Steel Leg\\uff0c Cabinet not Included (Walnul, 63-inch-with Shelf)\", \"asin\": \"B0CST14LNF\", \"price\": \"$192.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Rolanstar Console Table with Power Outlet, Narrow Sofa Table, 55.1\\\" x 11.8\\\" Farmhouse Table Behind Sofa Couch Hallway Entrance for Living Room, Entryway, Foyer, with Metal Frame, Rustic Brown\", \"asin\": \"B097TKMSCN\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"HUANUO 63\\\" x 28\\\" Electric Standing Desk Adjustable Height, 4 Memory Height Settings, Headphone Hook, Cable Manager, Sit Stand Up Desk for Home Office & Computer Workstation, Vintage Brown\", \"asin\": \"B0D3YFQTZV\", \"price\": \"$209.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"Huuger 55 Inch Desk with Power Outlets & USB-C, Deeper & Thicker Desktop, Robust Metal Tubes, Computer Desk, Heavy Duty Office Desk, Work Gaming Desk for Home Office, Rustic Brown\", \"asin\": \"B0DSZRVZQP\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Huuger 48 Inch Desk with Power Outlets & USB-C, Deeper & Thicker Desktop, Robust Metal Tubes, Computer Desk, Heavy Duty Office Desk, Work Gaming Desk for Home Office, Rustic Brown\", \"asin\": \"B0DSZQBP9C\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"POPRUN Writing Computer Desk 59 Inch\\uff0860\\\"x 30\\\"\\uff09Home Office Wooden Writing Study Desk, Large Solid Wood Office Desk, Modern Excutive Desk, Sturdy Laptop Study Table, Walnut - Solid Tabletop made of MDF\", \"asin\": \"B08CB4H49B\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery Sat, Apr 12\"},\n{\"title\": \"VASAGLE Console Table, 2-Tier Sofa Table, 7.9 x 31.5 x 31.5 Inches, Narrow Entryway Table, Modern Entry Table with 2 Shelves, for Living Room, Bedroom, Charcoal Gray and Ink Black ULNT130B22\", \"asin\": \"B0CR383LQ8\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Computer Desk with Storage Drawers, Small Office Desk Modern Simple Study Writing Table for Home Bedroom, Spacious 47X24 Inch Desktop with 2-Tier Drawer, Black\", \"asin\": \"B0D93Y81RT\", \"price\": \"$55.44\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Claiks Electric Standing Desk, Adjustable Height Stand up Desk, 24x48 Inches Sit Stand Home Office Desk with Splice Board, Black Frame/Rustic Brown Top\", \"asin\": \"B0BZ7GXM4M\", \"price\": \"$109.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Console Table, 31.5'' Narrow Long Entryway Table, 5-Tier Thin Sofa Table with Open Storage Shelves, Foyer Table for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black CTHR13101\", \"asin\": \"B0DM96YW7Q\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"CubiCubi L Shaped Desk, 40 Inch Computer Desk with Reversible Storage Shelves Home Office Corner Desk Study Writing Table, Deep Brown\", \"asin\": \"B09J4W7WTB\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Marsail Electric Standing Desk with One-Whole Piece Desktop,48\\\"x30\\\" Height Adjustable Office Gaming Computer Deskwith Deeper Tabletop,Home Office Stand up Table with 4 Memory Presets,Deskfor Bedroom\", \"asin\": \"B0DK9BMYZ6\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 14 - 16 Only 13 left in stock - order soon.\"},\n{\"title\": \"Tribesigns 70.8-Inch Executive Desk, Large Computer Office Desk Workstation, Modern Simple Style Laptop Desk Study Writing Table Business Furniture for Home Office (Brown/Black, 70.8 Inch)\", \"asin\": \"B0CH8BHC6Y\", \"price\": \"$228.99\", \"delivery\": \"FREE delivery Sat, Apr 12\"},\n{\"title\": \"Tribesigns 63-inch Executive Desk, Large Office Computer Desk with Extra Thick Wooden Tabletop and Metal Frame, Modern Simple Workstation Writing Table Study Desk for Home Office, Vintage Brown\", \"asin\": \"B0C4T79S1R\", \"price\": \"$189.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"FLEXISPOT EN1 Whole-Piece Standing Desk, 48 x 24 Inches Height Adjustable Desk Stand up Desk Home Office Table for Computer Laptop (White Frame + Maple Desktop)\", \"asin\": \"B0DJ2XKJJT\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"FURINNO Simplistic Study Table For Residential Use, French Oak Grey, 15.5 in x 31.5 in x 29.75 in (D x W x H)\", \"asin\": \"B07FZ7F6FH\", \"price\": \"$35.28\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"Unikito Large Computer Desk, 63x31.5 Inch Large Office Desks, Premium Sturdy 2 Person Desk, 1.4\\u201d Thick Study Writing Table, Modern Laptop Computer Table for Home Office Workstation, Black Oak\", \"asin\": \"B0DBYFP42G\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"SHW Mission 32-Inch Home Office Computer Desk, Black\", \"asin\": \"B09HJFV688\", \"price\": \"$49.87\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"NSdirectModern Computer Desk 63 inch Large Office Desk Writing Study Table for Home Office Desk Workstation Wide Metal Sturdy Frame Thicker Steel Legs, Black.\", \"asin\": \"B082HXRV7G\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"Coleshome 55 Inch Computer Desk, Modern Simple Style Desk for Home Office, Study Student Writing Desk, Black\", \"asin\": \"B0C6XSP299\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Huuger 48 x 28 Large Electric Standing Desk, Height Adjustable Desk, 27.6\\\" Deep Desktop, Stand up Gaming, 2 Hooks, 3 Preset Heights, for Home Office, White\", \"asin\": \"B0DT3NVGCL\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 16 left in stock - order soon.\"},\n{\"title\": \"Sweetcrispy Electric Standing Desk - 40 x 24 inch Adjustable Height Sit to Stand Up Desk with Splice Board, Rising Home Office Computer Table with 2 Hook and Wire Hole for Work\", \"asin\": \"B0CHB346TY\", \"price\": \"$119.98\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"Narrow Console Table, 47 Inch Sofa Table with Adjustable Shelf, 2-Tier Long Skinny Table for Hallway, Entryway, Living Room, Foyer, Rustic Brown\", \"asin\": \"B0B2WQ2WJP\", \"price\": \"$65.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"WOHOMO Folding Desk, 31.5\\\" Small Desk for Small Spaces, Easy Assemble Foldable Computer Desk for Laptop, Mini Portable Working Table Narrow Wooden Writing Workstation for Home Office, White\", \"asin\": \"B093X2FJQY\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HUANUO Electric Standing Desk, 71 x 35 inch Large Height Adjustable Table, Powerful Brushless Motor, 4 Memory Preset, Sit Stand Up Desk, Home Office Computer Table with Thick T-Shaped Frame\", \"asin\": \"B0D5L8Z5LG\", \"price\": \"$359.99\", \"delivery\": \"FREE delivery Apr 15 - 16\"},\n{\"title\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Nature, 32 inch)\", \"asin\": \"B0CLRGKVT4\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Mon, Apr 21 for Prime members\"},\n{\"title\": \"LITTLE TREE 63 Inch Large Executive Computer Office Desk, Brown+Black\", \"asin\": \"B0BZNV7BHF\", \"price\": \"$142.66\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Kings Brand Furniture - Entryway Table - Narrow Console Table - Console Table with Storage - Hallway Decor - Wood Console Tables for Entryway - Narrow Console Sofa Side Table - Foyer - Espresso\", \"asin\": \"B0C637YCPS\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 19 - 22\"},\n{\"title\": \"Tribesigns Computer Desk with 5 Drawers, 47 inches Rustic Brown Home Office Desk with Storage, Modern Simple Laptop Desk Study Writing Table for Small Spaces (1, Brown+Black)\", \"asin\": \"B0DF2QKN5S\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outdoor Propane Deep Fryer,Dual Tank with Dual Independent Cast Iron Burners and Thermometers,Removable Fryer Pot,Baskets & Lids, Movable Propane Fryer Cart with Regulathor,50000 BTU\", \"asin\": \"B0DR2KV86B\", \"price\": \"$246.75\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"YDN Electric Standing Desk Adjustable Height, 40 x 24 Inches Stand up Desk with Cable Management, Home Office Desks with Splice Board & White Frame, White Top\", \"asin\": \"B0F1FJXM7X\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"ChooChoo Farmhouse Console Table with Drawer for Entryway, Narrow Long Entry Table with Shelf for Living Room, Rustic Vintage Hallway Sofa Table with Stable X Supports, 40 Black\", \"asin\": \"B09XB8Y6DV\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"LITTLE TREE 70.8-Inch Office Desk, Wooden Executive Office Desk, Modern Work Desk, Large Farmhouse Writing Table Computer Desk for Home, Brown-Black\", \"asin\": \"B0DCZB45PD\", \"price\": \"$195.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Yaheetech Industrial Console Table, 3 Tier Entryway Table with Storage Shelves, Narrow Sofa Tables for Living Room, Foyer, Hallway, Entrance, Metal Frame, Rustic Brown\", \"asin\": \"B07W3KL8X2\", \"price\": \"$85.99\", \"delivery\": \"FREE delivery Apr 15 - 16\"},\n{\"title\": \"ODK Computer Writing Desk 55 inch, Sturdy Home Office Table, Work Desk with A Storage Bag and Headphone Hook, Deep Brown\", \"asin\": \"B08ZSTG918\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HOOBRO Narrow Console Table, 29.5\\\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01\", \"asin\": \"B09NL1RH4D\", \"price\": \"$33.43\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"VASAGLE Console Table, 2-Tier Entryway Table with Mesh Shelf, Narrow Sofa Table, Steel Frame, Adjustable Feet, for Hallway, Living Room, Industrial Style, Rustic Brown and Black ULNT80X\", \"asin\": \"B07CN8TBHH\", \"price\": \"$66.63\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Tribesigns 78.7 Inches Extra Long Computer Desk 2 Person Desk, Double Long Desk, Workstaion for Home Office\", \"asin\": \"B0C36SM9L5\", \"price\": \"$189.99\", \"delivery\": \"FREE delivery Apr 15 - 18\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:56:12.058Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$21.08\", \"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\"product_details\": [{\"asin\": \"B09X33G6W9\"},\n{\"title\": \"SANODESK 63-Inch Large Dual Motor L-Shaped Electric Height Adjustable Standing Desk - Reversible Panel - White Top/White Frame - Ideal for Gaming, Home Office or Computer Workstation\"},\n{\"price\": \"$269.99\"},\n{\"bullet_list\": \"Compatible - Desk return could be installed on the right or left side, perfectly fits into every corner. Powerful Electric Motor - Enjoy a height range of 28.9\\\" to 48.2\\\" with the powerful dual motor and strong 2.7\\\" wide legs using precise telescopic height adjustment. The easy-to-use push button controller features memory presets to save your preferred heights. L Shape with 2 Part Top - Includes a spacious main desk and return desk, accommodating a variety of monitor and laptop setups along with important work materials, supplies, and decor. When fully assembled, the outside surface measures 63\\\" x 40\\\" Strong 220 lbs Support - With an all steel frame and sturdy particle board table tops, this desk is able to support up to 220 lbs with maximum stability. Its modern appearance blends with a variety of home and office environments. We've Got You Covered - This complete standing workstation is backed with a 3-Year Manufacturer Support and friendly customer service to help with any questions or concerns. Please Note: If you bought the whole desk, the frame and top will be shipped separately in two boxes.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White+white\"},\n{\"Size\": \"63x40 Inch\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T04:02:31.199Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T04:02:31.199Z
|
click
|
other
|
rule
|
train
| 998 |
2025-04-11T04:02:31.199Z
|
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": "2025-04-06T19:58:18.274Z", "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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$21.08", "quantity": "1"},
{"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"},
{"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"},
{"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": "B09X33G6W9"},
{"title": "SANODESK 63-Inch Large Dual Motor L-Shaped Electric Height Adjustable Standing Desk - Reversible Panel - White Top/White Frame - Ideal for Gaming, Home Office or Computer Workstation"},
{"price": "$269.99"},
{"bullet_list": "Compatible - Desk return could be installed on the right or left side, perfectly fits into every corner. Powerful Electric Motor - Enjoy a height range of 28.9\" to 48.2\" with the powerful dual motor and strong 2.7\" wide legs using precise telescopic height adjustment. The easy-to-use push button controller features memory presets to save your preferred heights. L Shape with 2 Part Top - Includes a spacious main desk and return desk, accommodating a variety of monitor and laptop setups along with important work materials, supplies, and decor. When fully assembled, the outside surface measures 63\" x 40\" Strong 220 lbs Support - With an all steel frame and sturdy particle board table tops, this desk is able to support up to 220 lbs with maximum stability. Its modern appearance blends with a variety of home and office environments. We've Got You Covered - This complete standing workstation is backed with a 3-Year Manufacturer Support and friendly customer service to help with any questions or concerns. Please Note: If you bought the whole desk, the frame and top will be shipped separately in two boxes."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White+white"},
{"Size": "63x40 Inch"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T04:02:31.199Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T04:02:31.199Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T04:02:31.199Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 998,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$21.08\", \"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\"product_details\": [{\"asin\": \"B09X33G6W9\"},\n{\"title\": \"SANODESK 63-Inch Large Dual Motor L-Shaped Electric Height Adjustable Standing Desk - Reversible Panel - White Top/White Frame - Ideal for Gaming, Home Office or Computer Workstation\"},\n{\"price\": \"$269.99\"},\n{\"bullet_list\": \"Compatible - Desk return could be installed on the right or left side, perfectly fits into every corner. Powerful Electric Motor - Enjoy a height range of 28.9\\\" to 48.2\\\" with the powerful dual motor and strong 2.7\\\" wide legs using precise telescopic height adjustment. The easy-to-use push button controller features memory presets to save your preferred heights. L Shape with 2 Part Top - Includes a spacious main desk and return desk, accommodating a variety of monitor and laptop setups along with important work materials, supplies, and decor. When fully assembled, the outside surface measures 63\\\" x 40\\\" Strong 220 lbs Support - With an all steel frame and sturdy particle board table tops, this desk is able to support up to 220 lbs with maximum stability. Its modern appearance blends with a variety of home and office environments. We've Got You Covered - This complete standing workstation is backed with a 3-Year Manufacturer Support and friendly customer service to help with any questions or concerns. Please Note: If you bought the whole desk, the frame and top will be shipped separately in two boxes.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White+white\"},\n{\"Size\": \"63x40 Inch\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T04:02:31.199Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$21.08\", \"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\"product_details\": [{\"asin\": \"B09X33G6W9\"},\n{\"title\": \"SANODESK 63-Inch Large Dual Motor L-Shaped Electric Height Adjustable Standing Desk - Reversible Panel - White Top/White Frame - Ideal for Gaming, Home Office or Computer Workstation\"},\n{\"price\": \"$269.99\"},\n{\"bullet_list\": \"Compatible - Desk return could be installed on the right or left side, perfectly fits into every corner. Powerful Electric Motor - Enjoy a height range of 28.9\\\" to 48.2\\\" with the powerful dual motor and strong 2.7\\\" wide legs using precise telescopic height adjustment. The easy-to-use push button controller features memory presets to save your preferred heights. L Shape with 2 Part Top - Includes a spacious main desk and return desk, accommodating a variety of monitor and laptop setups along with important work materials, supplies, and decor. When fully assembled, the outside surface measures 63\\\" x 40\\\" Strong 220 lbs Support - With an all steel frame and sturdy particle board table tops, this desk is able to support up to 220 lbs with maximum stability. Its modern appearance blends with a variety of home and office environments. We've Got You Covered - This complete standing workstation is backed with a 3-Year Manufacturer Support and friendly customer service to help with any questions or concerns. Please Note: If you bought the whole desk, the frame and top will be shipped separately in two boxes.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White+white\"},\n{\"Size\": \"63x40 Inch\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T04:02:31.268Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T04:02:31.268Z
|
click
|
other
|
rule
|
train
| 999 |
2025-04-11T04:02:31.268Z
|
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": "2025-04-06T19:58:18.274Z", "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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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"},
{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$21.08", "quantity": "1"},
{"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"},
{"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"},
{"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": "B09X33G6W9"},
{"title": "SANODESK 63-Inch Large Dual Motor L-Shaped Electric Height Adjustable Standing Desk - Reversible Panel - White Top/White Frame - Ideal for Gaming, Home Office or Computer Workstation"},
{"price": "$269.99"},
{"bullet_list": "Compatible - Desk return could be installed on the right or left side, perfectly fits into every corner. Powerful Electric Motor - Enjoy a height range of 28.9\" to 48.2\" with the powerful dual motor and strong 2.7\" wide legs using precise telescopic height adjustment. The easy-to-use push button controller features memory presets to save your preferred heights. L Shape with 2 Part Top - Includes a spacious main desk and return desk, accommodating a variety of monitor and laptop setups along with important work materials, supplies, and decor. When fully assembled, the outside surface measures 63\" x 40\" Strong 220 lbs Support - With an all steel frame and sturdy particle board table tops, this desk is able to support up to 220 lbs with maximum stability. Its modern appearance blends with a variety of home and office environments. We've Got You Covered - This complete standing workstation is backed with a 3-Year Manufacturer Support and friendly customer service to help with any questions or concerns. Please Note: If you bought the whole desk, the frame and top will be shipped separately in two boxes."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White+white"},
{"Size": "63x40 Inch"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T04:02:31.268Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T04:02:31.268Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T04:02:31.268Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 999,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"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\": \"$21.08\", \"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\"product_details\": [{\"asin\": \"B09X33G6W9\"},\n{\"title\": \"SANODESK 63-Inch Large Dual Motor L-Shaped Electric Height Adjustable Standing Desk - Reversible Panel - White Top/White Frame - Ideal for Gaming, Home Office or Computer Workstation\"},\n{\"price\": \"$269.99\"},\n{\"bullet_list\": \"Compatible - Desk return could be installed on the right or left side, perfectly fits into every corner. Powerful Electric Motor - Enjoy a height range of 28.9\\\" to 48.2\\\" with the powerful dual motor and strong 2.7\\\" wide legs using precise telescopic height adjustment. The easy-to-use push button controller features memory presets to save your preferred heights. L Shape with 2 Part Top - Includes a spacious main desk and return desk, accommodating a variety of monitor and laptop setups along with important work materials, supplies, and decor. When fully assembled, the outside surface measures 63\\\" x 40\\\" Strong 220 lbs Support - With an all steel frame and sturdy particle board table tops, this desk is able to support up to 220 lbs with maximum stability. Its modern appearance blends with a variety of home and office environments. We've Got You Covered - This complete standing workstation is backed with a 3-Year Manufacturer Support and friendly customer service to help with any questions or concerns. Please Note: If you bought the whole desk, the frame and top will be shipped separately in two boxes.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White+white\"},\n{\"Size\": \"63x40 Inch\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T04:02:31.268Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
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